-
Srini Turaga, Lars Buesing, Adam M. Packer, Henry Dalgleish, Noah Pettit, Michael Hausser, Jakob H. Macke. "Inferring neural population dynamics from multiple partial recordings of the same neural circuit" | [Home Page] | [PDF]
-
Andreas Ruttor, Philipp Batz, Manfred Opper. "Approximate Gaussian process inference for the drift function in stochastic differential equations" | [Home Page] | [PDF]
-
Matthew Lawlor, Steven W. Zucker. "Third-Order Edge Statistics: Contour Continuation, Curvature, and Cortical Connections" | [Home Page] | [PDF]
-
Elias Bareinboim, Sanghack Lee, Vasant Honavar, Judea Pearl. "Transportability from Multiple Environments with Limited Experiments" | [Home Page] | [PDF]
-
Jason D. Lee, Yuekai Sun, Jonathan E. Taylor. "On model selection consistency of penalized M-estimators: a geometric theory" | [Home Page] | [PDF]
-
Moustapha M. Cisse, Nicolas Usunier, Thierry Artières, Patrick Gallinari. "Robust Bloom Filters for Large MultiLabel Classification Tasks" | [Home Page] | [PDF]
-
Harikrishna Narasimhan, Shivani Agarwal. "On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation" | [Home Page] | [PDF]
-
Mohammad Gheshlaghi azar, Alessandro Lazaric, Emma Brunskill. "Sequential Transfer in Multi-armed Bandit with Finite Set of Models" | [Home Page] | [PDF]
-
Jinwoo Shin, Andrew E. Gelfand, Misha Chertkov. "A Graphical Transformation for Belief Propagation: Maximum Weight Matchings and Odd-Sized Cycles" | [Home Page] | [PDF]
-
Dino Sejdinovic, Arthur Gretton, Wicher Bergsma. "A Kernel Test for Three-Variable Interactions" | [Home Page] | [PDF]
-
Shai Shalev-Shwartz, Tong Zhang. "Accelerated Mini-Batch Stochastic Dual Coordinate Ascent" | [Home Page] | [PDF]
-
Junming Yin, Qirong Ho, Eric P. Xing. "A Scalable Approach to Probabilistic Latent Space Inference of Large-Scale Networks" | [Home Page] | [PDF]
-
Ian Goodfellow, Mehdi Mirza, Aaron Courville, Yoshua Bengio. "Multi-Prediction Deep Boltzmann Machines" | [Home Page] | [PDF]
-
Nathaniel J. Smith, Noah Goodman, Michael Frank. "Learning and using language via recursive pragmatic reasoning about other agents" | [Home Page] | [PDF]
-
Shiau Hong Lim, Huan Xu, Shie Mannor. "Reinforcement Learning in Robust Markov Decision Processes" | [Home Page] | [PDF]
-
Tai Qin, Karl Rohe. "Regularized Spectral Clustering under the Degree-Corrected Stochastic Blockmodel" | [Home Page] | [PDF]
-
Min Xiao, Yuhong Guo. "A Novel Two-Step Method for Cross Language Representation Learning" | [Home Page] | [PDF]
-
Karthika Mohan, Judea Pearl, Jin Tian. "Graphical Models for Inference with Missing Data" | [Home Page] | [PDF]
-
Ryota Tomioka, Taiji Suzuki. "Convex Tensor Decomposition via Structured Schatten Norm Regularization" | [Home Page] | [PDF]
-
Michalis Titsias RC AUEB, Miguel Lazaro-Gredilla. "Variational Inference for Mahalanobis Distance Metrics in Gaussian Process Regression" | [Home Page] | [PDF]
-
Dae Il Kim, Prem K. Gopalan, David Blei, Erik Sudderth. "Efficient Online Inference for Bayesian Nonparametric Relational Models" | [Home Page] | [PDF]
-
Viliam Lisy, Vojta Kovarik, Marc Lanctot, Branislav Bosansky. "Convergence of Monte Carlo Tree Search in Simultaneous Move Games" | [Home Page] | [PDF]
-
Nicolas Heess, Daniel Tarlow, John Winn. "Learning to Pass Expectation Propagation Messages" | [Home Page] | [PDF]
-
Ben Shababo, Brooks Paige, Ari Pakman, Liam Paninski. "Bayesian Inference and Online Experimental Design for Mapping Neural Microcircuits" | [Home Page] | [PDF]
-
Nataliya Shapovalova, Michalis Raptis, Leonid Sigal, Greg Mori. "Action is in the Eye of the Beholder: Eye-gaze Driven Model for Spatio-Temporal Action Localization" | [Home Page] | [PDF]
-
Shaobo Han, Xuejun Liao, Lawrence Carin. "Integrated Non-Factorized Variational Inference" | [Home Page] | [PDF]
-
Nicolò Cesa-Bianchi, Claudio Gentile, Giovanni Zappella. "A Gang of Bandits" | [Home Page] | [PDF]
-
Xavier Bresson, Thomas Laurent, David Uminsky, James von Brecht. "Multiclass Total Variation Clustering" | [Home Page] | [PDF]
-
Xiaoqin Zhang, Di Wang, Zhengyuan Zhou, Yi Ma. "Simultaneous Rectification and Alignment via Robust Recovery of Low-rank Tensors" | [Home Page] | [PDF]
-
Cho-Jui Hsieh, Matyas A. Sustik, Inderjit S. Dhillon, Pradeep K. Ravikumar, Russell Poldrack. "BIG & QUIC: Sparse Inverse Covariance Estimation for a Million Variables" | [Home Page] | [PDF]
-
Marcelo Fiori, Pablo Sprechmann, Joshua Vogelstein, Pablo Muse, Guillermo Sapiro. "Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching" | [Home Page] | [PDF]
-
Matjaz Jogan, Alan A. Stocker. "Optimal integration of visual speed across different spatiotemporal frequency channels" | [Home Page] | [PDF]
-
Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, Oksana Yakhnenko. "Translating Embeddings for Modeling Multi-relational Data" | [Home Page] | [PDF]
-
Tuan A. Nguyen, Subbarao Kambhampati, Minh Do. "Synthesizing Robust Plans under Incomplete Domain Models" | [Home Page] | [PDF]
-
Ying Liu, Alan Willsky. "Learning Gaussian Graphical Models with Observed or Latent FVSs" | [Home Page] | [PDF]
-
Marius Pachitariu, Adam M. Packer, Noah Pettit, Henry Dalgleish, Michael Hausser, Maneesh Sahani. "Extracting regions of interest from biological images with convolutional sparse block coding" | [Home Page] | [PDF]
-
Michiel Hermans, Benjamin Schrauwen. "Training and Analysing Deep Recurrent Neural Networks" | [Home Page] | [PDF]
-
Akshay Krishnamurthy, Aarti Singh. "Low-Rank Matrix and Tensor Completion via Adaptive Sampling" | [Home Page] | [PDF]
-
Byungkon Kang. "Fast Determinantal Point Process Sampling with Application to Clustering" | [Home Page] | [PDF]
-
Martin Slawski, Matthias Hein, Pavlo Lutsik. "Matrix factorization with binary components" | [Home Page] | [PDF]
-
Boqing Gong, Kristen Grauman, Fei Sha. "Reshaping Visual Datasets for Domain Adaptation" | [Home Page] | [PDF]
-
Christian Albers, Maren Westkott, Klaus Pawelzik. "Perfect Associative Learning with Spike-Timing-Dependent Plasticity" | [Home Page] | [PDF]
-
Erich Kummerfeld, David Danks. "Tracking Time-varying Graphical Structure" | [Home Page] | [PDF]
-
Praneeth Netrapalli, Prateek Jain, Sujay Sanghavi. "Phase Retrieval using Alternating Minimization" | [Home Page] | [PDF]
-
Kewei Tu, Maria Pavlovskaia, Song-Chun Zhu. "Unsupervised Structure Learning of Stochastic And-Or Grammars" | [Home Page] | [PDF]
-
Ferran Diego Andilla, Fred A. Hamprecht. "Learning Multi-level Sparse Representations" | [Home Page] | [PDF]
-
John Duchi, Michael I. Jordan, Brendan McMahan. "Estimation, Optimization, and Parallelism when Data is Sparse" | [Home Page] | [PDF]
-
Cosma Shalizi, Aryeh Kontorovich. "Predictive PAC Learning and Process Decompositions" | [Home Page] | [PDF]
-
Jianfei Chen, Jun Zhu, Zi Wang, Xun Zheng, Bo Zhang. "Scalable Inference for Logistic-Normal Topic Models" | [Home Page] | [PDF]
-
Josh S. Merel, Roy Fox, Tony Jebara, Liam Paninski. "A multi-agent control framework for co-adaptation in brain-computer interfaces" | [Home Page] | [PDF]
-
Eunho Yang, Pradeep K. Ravikumar, Genevera I. Allen, Zhandong Liu. "Conditional Random Fields via Univariate Exponential Families" | [Home Page] | [PDF]
-
Samory Kpotufe, Vikas Garg. "Adaptivity to Local Smoothness and Dimension in Kernel Regression" | [Home Page] | [PDF]
-
Navid Zolghadr, Gabor Bartok, Russell Greiner, András György, Csaba Szepesvari. "Online Learning with Costly Features and Labels" | [Home Page] | [PDF]
-
Srikrishna Sridhar, Stephen Wright, Christopher Re, Ji Liu, Victor Bittorf, Ce Zhang. "An Approximate, Efficient LP Solver for LP Rounding" | [Home Page] | [PDF]
-
Samory Kpotufe, Francesco Orabona. "Regression-tree Tuning in a Streaming Setting" | [Home Page] | [PDF]
-
Mohsen Bayati, Murat A. Erdogdu, Andrea Montanari. "Estimating LASSO Risk and Noise Level" | [Home Page] | [PDF]
-
Agnieszka Grabska-Barwinska, Jeff Beck, Alexandre Pouget, Peter Latham. "Demixing odors - fast inference in olfaction" | [Home Page] | [PDF]
-
Richard Socher, Milind Ganjoo, Christopher D. Manning, Andrew Ng. "Zero-Shot Learning Through Cross-Modal Transfer" | [Home Page] | [PDF]
-
Paul Wagner. "Optimistic policy iteration and natural actor-critic: A unifying view and a non-optimality result" | [Home Page] | [PDF]
-
Roger Frigola, Fredrik Lindsten, Thomas B. Schön, Carl Edward Rasmussen. "Bayesian Inference and Learning in Gaussian Process State-Space Models with Particle MCMC" | [Home Page] | [PDF]
-
Sam Patterson, Yee Whye Teh. "Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex" | [Home Page] | [PDF]
-
Anima Anandkumar, Daniel J. Hsu, Majid Janzamin, Sham M. Kakade. "When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity" | [Home Page] | [PDF]
-
Ping Li, Gennady Samorodnitsk, John Hopcroft. "Sign Cauchy Projections and Chi-Square Kernel" | [Home Page] | [PDF]
-
Marcus Rohrbach, Sandra Ebert, Bernt Schiele. "Transfer Learning in a Transductive Setting" | [Home Page] | [PDF]
-
Tetsuro Morimura, Takayuki Osogami, Tsuyoshi Ide. "Solving inverse problem of Markov chain with partial observations" | [Home Page] | [PDF]
-
Raif Rustamov, Leonidas J. Guibas. "Wavelets on Graphs via Deep Learning" | [Home Page] | [PDF]
-
Mehrdad Mahdavi, Tianbao Yang, Rong Jin. "Stochastic Convex Optimization with Multiple Objectives" | [Home Page] | [PDF]
-
Charles Blundell, Yee Whye Teh. "Bayesian Hierarchical Community Discovery" | [Home Page] | [PDF]
-
James Y. Zou, Daniel J. Hsu, David C. Parkes, Ryan P. Adams. "Contrastive Learning Using Spectral Methods" | [Home Page] | [PDF]
-
Karen Simonyan, Andrea Vedaldi, Andrew Zisserman. "Deep Fisher Networks for Large-Scale Image Classification" | [Home Page] | [PDF]
-
Lijun Zhang, Mehrdad Mahdavi, Rong Jin. "Linear Convergence with Condition Number Independent Access of Full Gradients" | [Home Page] | [PDF]
-
Nagarajan Natarajan, Inderjit S. Dhillon, Pradeep K. Ravikumar, Ambuj Tewari. "Learning with Noisy Labels" | [Home Page] | [PDF]
-
Sergey Levine, Vladlen Koltun. "Variational Policy Search via Trajectory Optimization" | [Home Page] | [PDF]
-
Stefan Wager, Sida Wang, Percy S. Liang. "Dropout Training as Adaptive Regularization" | [Home Page] | [PDF]
-
Sebastien Bubeck, Che-Yu Liu. "Prior-free and prior-dependent regret bounds for Thompson Sampling" | [Home Page] | [PDF]
-
Suvrit Sra, Reshad Hosseini. "Geometric optimisation on positive definite matrices for elliptically contoured distributions" | [Home Page] | [PDF]
-
Abbas Edalat. "Capacity of strong attractor patterns to model behavioural and cognitive prototypes" | [Home Page] | [PDF]
-
Masayuki Karasuyama, Hiroshi Mamitsuka. "Manifold-based Similarity Adaptation for Label Propagation" | [Home Page] | [PDF]
-
Paramveer Dhillon, Yichao Lu, Dean P. Foster, Lyle Ungar. "New Subsampling Algorithms for Fast Least Squares Regression" | [Home Page] | [PDF]
-
José Bento, Nate Derbinsky, Javier Alonso-Mora, Jonathan S. Yedidia. "A message-passing algorithm for multi-agent trajectory planning" | [Home Page] | [PDF]
-
Deepti Pachauri, Risi Kondor, Vikas Singh. "Solving the multi-way matching problem by permutation synchronization" | [Home Page] | [PDF]
-
Sivan Sabato, Anand D. Sarwate, Nati Srebro. "Auditing: Active Learning with Outcome-Dependent Query Costs" | [Home Page] | [PDF]
-
Sinead A. Williamson, Steve N. MacEachern, Eric P. Xing. "Restricting exchangeable nonparametric distributions" | [Home Page] | [PDF]
-
Ke Hou, Zirui Zhou, Anthony Man-Cho So, Zhi-Quan Luo. "On the Linear Convergence of the Proximal Gradient Method for Trace Norm Regularization" | [Home Page] | [PDF]
-
Daniel Russo, Benjamin Van Roy. "Eluder Dimension and the Sample Complexity of Optimistic Exploration" | [Home Page] | [PDF]
-
Ziteng Wang, Kai Fan, Jiaqi Zhang, Liwei Wang. "Efficient Algorithm for Privately Releasing Smooth Queries" | [Home Page] | [PDF]
-
Liu Yang, Jaime Carbonell. "Buy-in-Bulk Active Learning" | [Home Page] | [PDF]
-
Eunho Yang, Pradeep K. Ravikumar, Genevera I. Allen, Zhandong Liu. "On Poisson Graphical Models" | [Home Page] | [PDF]
-
Tamir Hazan, Subhransu Maji, Tommi Jaakkola. "On Sampling from the Gibbs Distribution with Random Maximum A-Posteriori Perturbations" | [Home Page] | [PDF]
-
Kohei Hayashi, Ryohei Fujimaki. "Factorized Asymptotic Bayesian Inference for Latent Feature Models" | [Home Page] | [PDF]
-
Martin Azizyan, Aarti Singh, Larry Wasserman. "Minimax Theory for High-dimensional Gaussian Mixtures with Sparse Mean Separation" | [Home Page] | [PDF]
-
Yanshuai Cao, Marcus A. Brubaker, David J. Fleet, Aaron Hertzmann. "Efficient Optimization for Sparse Gaussian Process Regression" | [Home Page] | [PDF]
-
David Pfau, Eftychios A. Pnevmatikakis, Liam Paninski. "Robust learning of low-dimensional dynamics from large neural ensembles" | [Home Page] | [PDF]
-
Jonas Peters, Dominik Janzing, Bernhard Schölkopf. "Causal Inference on Time Series using Restricted Structural Equation Models" | [Home Page] | [PDF]
-
Yao-Liang Yu. "Better Approximation and Faster Algorithm Using the Proximal Average" | [Home Page] | [PDF]
-
Le Song, Bo Dai. "Robust Low Rank Kernel Embeddings of Multivariate Distributions" | [Home Page] | [PDF]
-
Dan Rosenbaum, Daniel Zoran, Yair Weiss. "Learning the Local Statistics of Optical Flow" | [Home Page] | [PDF]
-
James R. Voss, Luis Rademacher, Mikhail Belkin. "Fast Algorithms for Gaussian Noise Invariant Independent Component Analysis" | [Home Page] | [PDF]
-
Julien Mairal. "Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization" | [Home Page] | [PDF]
-
Yasin Abbasi Yadkori, Peter L. Bartlett, Varun Kanade, Yevgeny Seldin, Csaba Szepesvari. "Online Learning in Markov Decision Processes with Adversarially Chosen Transition Probability Distributions" | [Home Page] | [PDF]
-
Bruno Scherrer. "Improved and Generalized Upper Bounds on the Complexity of Policy Iteration" | [Home Page] | [PDF]
-
Raja Hafiz Affandi, Emily Fox, Ben Taskar. "Approximate Inference in Continuous Determinantal Processes" | [Home Page] | [PDF]
-
Tamara Broderick, Nicholas Boyd, Andre Wibisono, Ashia C. Wilson, Michael I. Jordan. "Streaming Variational Bayes" | [Home Page] | [PDF]
-
Brenden M. Lake, Russ R. Salakhutdinov, Josh Tenenbaum. "One-shot learning by inverting a compositional causal process" | [Home Page] | [PDF]
-
Huahua Wang, Arindam Banerjee, Cho-Jui Hsieh, Pradeep K. Ravikumar, Inderjit S. Dhillon. "Large Scale Distributed Sparse Precision Estimation" | [Home Page] | [PDF]
-
Ryan D. Turner, Steven Bottone, Clay J. Stanek. "Online Variational Approximations to non-Exponential Family Change Point Models: With Application to Radar Tracking" | [Home Page] | [PDF]
-
Benigno Uria, Iain Murray, Hugo Larochelle. "RNADE: The real-valued neural autoregressive density-estimator" | [Home Page] | [PDF]
-
Paul Valiant, Gregory Valiant. "Estimating the Unseen: Improved Estimators for Entropy and other Properties" | [Home Page] | [PDF]
-
Trevor Campbell, Miao Liu, Brian Kulis, Jonathan P. How, Lawrence Carin. "Dynamic Clustering via Asymptotics of the Dependent Dirichlet Process Mixture" | [Home Page] | [PDF]
-
Ichiro Takeuchi, Tatsuya Hongo, Masashi Sugiyama, Shinichi Nakajima. "Parametric Task Learning" | [Home Page] | [PDF]
-
Yoshua Bengio, Li Yao, Guillaume Alain, Pascal Vincent. "Generalized Denoising Auto-Encoders as Generative Models" | [Home Page] | [PDF]
-
John Duchi, Martin J. Wainwright, Michael I. Jordan. "Local Privacy and Minimax Bounds: Sharp Rates for Probability Estimation" | [Home Page] | [PDF]
-
Xiaoxiao Guo, Satinder Singh, Richard L. Lewis. "Reward Mapping for Transfer in Long-Lived Agents" | [Home Page] | [PDF]
-
Eshcar Hillel, Zohar S. Karnin, Tomer Koren, Ronny Lempel, Oren Somekh. "Distributed Exploration in Multi-Armed Bandits" | [Home Page] | [PDF]
-
Barbara Rakitsch, Christoph Lippert, Karsten Borgwardt, Oliver Stegle. "It is all in the noise: Efficient multi-task Gaussian process inference with structured residuals" | [Home Page] | [PDF]
-
Justin Domke, Xianghang Liu. "Projecting Ising Model Parameters for Fast Mixing" | [Home Page] | [PDF]
-
Ryosuke Matsushita, Toshiyuki Tanaka. "Low-rank matrix reconstruction and clustering via approximate message passing" | [Home Page] | [PDF]
-
Qichao Que, Mikhail Belkin. "Inverse Density as an Inverse Problem: the Fredholm Equation Approach" | [Home Page] | [PDF]
-
Prem K. Gopalan, Chong Wang, David Blei. "Modeling Overlapping Communities with Node Popularities" | [Home Page] | [PDF]
-
Stefanie Jegelka, Francis Bach, Suvrit Sra. "Reflection methods for user-friendly submodular optimization" | [Home Page] | [PDF]
-
Hristo S. Paskov, Robert West, John C. Mitchell, Trevor Hastie. "Compressive Feature Learning" | [Home Page] | [PDF]
-
Eftychios A. Pnevmatikakis, Liam Paninski. "Sparse nonnegative deconvolution for compressive calcium imaging: algorithms and phase transitions" | [Home Page] | [PDF]
-
Adrien Todeschini, François Caron, Marie Chavent. "Probabilistic Low-Rank Matrix Completion with Adaptive Spectral Regularization Algorithms" | [Home Page] | [PDF]
-
Shinichi Nakajima, Akiko Takeda, S. Derin Babacan, Masashi Sugiyama, Ichiro Takeuchi. "Global Solver and Its Efficient Approximation for Variational Bayesian Low-rank Subspace Clustering" | [Home Page] | [PDF]
-
Leonidas Lefakis, François Fleuret. "Reservoir Boosting : Between Online and Offline Ensemble Learning" | [Home Page] | [PDF]
-
Yichao Lu, Paramveer Dhillon, Dean P. Foster, Lyle Ungar. "Faster Ridge Regression via the Subsampled Randomized Hadamard Transform" | [Home Page] | [PDF]
-
Fajwel Fogel, Rodolphe Jenatton, Francis Bach, Alexandre D'Aspremont. "Convex Relaxations for Permutation Problems" | [Home Page] | [PDF]
-
Shahin Shahrampour, Sasha Rakhlin, Ali Jadbabaie. "Online Learning of Dynamic Parameters in Social Networks" | [Home Page] | [PDF]
-
Yacine Jernite, Yonatan Halpern, David Sontag. "Discovering Hidden Variables in Noisy-Or Networks using Quartet Tests" | [Home Page] | [PDF]
-
José Miguel Hernández-Lobato, James R. Lloyd, Daniel Hernández-Lobato. "Gaussian Process Conditional Copulas with Applications to Financial Time Series" | [Home Page] | [PDF]
-
Haichao Zhang, David Wipf. "Non-Uniform Camera Shake Removal Using a Spatially-Adaptive Sparse Penalty" | [Home Page] | [PDF]
-
Alexander Zimin, Gergely Neu. "Online learning in episodic Markovian decision processes by relative entropy policy search" | [Home Page] | [PDF]
-
Mijung Park, Jonathan W. Pillow. "Bayesian inference for low rank spatiotemporal neural receptive fields" | [Home Page] | [PDF]
-
Bogdan Savchynskyy, Jörg Hendrik Kappes, Paul Swoboda, Christoph Schnörr. "Global MAP-Optimality by Shrinking the Combinatorial Search Area with Convex Relaxation" | [Home Page] | [PDF]
-
Franz Kiraly, Louis Theran. "Error-Minimizing Estimates and Universal Entry-Wise Error Bounds for Low-Rank Matrix Completion" | [Home Page] | [PDF]
-
Jamie Shotton, Toby Sharp, Pushmeet Kohli, Sebastian Nowozin, John Winn, Antonio Criminisi. "Decision Jungles: Compact and Rich Models for Classification" | [Home Page] | [PDF]
-
Jie Liu, David Page. "Bayesian Estimation of Latently-grouped Parameters in Undirected Graphical Models" | [Home Page] | [PDF]
-
Ian Osband, Daniel Russo, Benjamin Van Roy. "(More) Efficient Reinforcement Learning via Posterior Sampling" | [Home Page] | [PDF]
-
Shunan Zhang, Angela J. Yu. "Forgetful Bayes and myopic planning: Human learning and decision-making in a bandit setting" | [Home Page] | [PDF]
-
Raman Arora, Andy Cotter, Nati Srebro. "Stochastic Optimization of PCA with Capped MSG" | [Home Page] | [PDF]
-
Stefano Ermon, Carla P. Gomes, Ashish Sabharwal, Bart Selman. "Embed and Project: Discrete Sampling with Universal Hashing" | [Home Page] | [PDF]
-
Zhuo Wang, Alan A. Stocker, Daniel D. Lee. "Optimal Neural Population Codes for High-dimensional Stimulus Variables" | [Home Page] | [PDF]
-
Dimitris Achlioptas, Zohar S. Karnin, Edo Liberty. "Near-Optimal Entrywise Sampling for Data Matrices" | [Home Page] | [PDF]
-
Fabian L. Wauthier, Nebojsa Jojic, Michael I. Jordan. "A Comparative Framework for Preconditioned Lasso Algorithms" | [Home Page] | [PDF]
-
Il Memming Park, Evan W. Archer, Kenneth Latimer, Jonathan W. Pillow. "Universal models for binary spike patterns using centered Dirichlet processes" | [Home Page] | [PDF]
-
Zhenwen Dai, Georgios Exarchakis, Jörg Lücke. "What Are the Invariant Occlusive Components of Image Patches? A Probabilistic Generative Approach" | [Home Page] | [PDF]
-
Cristina Savin, Peter Dayan, Mate Lengyel. "Correlations strike back (again): the case of associative memory retrieval" | [Home Page] | [PDF]
-
Pierre Baldi, Peter J. Sadowski. "Understanding Dropout" | [Home Page] | [PDF]
-
Pablo Sprechmann, Roee Litman, Tal Ben Yakar, Alexander M. Bronstein, Guillermo Sapiro. "Supervised Sparse Analysis and Synthesis Operators" | [Home Page] | [PDF]
-
Wouter M. Koolen. "The Pareto Regret Frontier" | [Home Page] | [PDF]
-
Victor Gabillon, Mohammad Ghavamzadeh, Bruno Scherrer. "Approximate Dynamic Programming Finally Performs Well in the Game of Tetris" | [Home Page] | [PDF]
-
Daniel Hernández-Lobato, José Miguel Hernández-Lobato. "Learning Feature Selection Dependencies in Multi-task Learning" | [Home Page] | [PDF]
-
Francesco Orabona. "Dimension-Free Exponentiated Gradient" | [Home Page] | [PDF]
-
Ioannis Mitliagkas, Constantine Caramanis, Prateek Jain. "Memory Limited, Streaming PCA" | [Home Page] | [PDF]
-
Yifei Ma, Roman Garnett, Jeff Schneider. "Σ-Optimality for Active Learning on Gaussian Random Fields" | [Home Page] | [PDF]
-
Marius Pachitariu, Biljana Petreska, Maneesh Sahani. "Recurrent linear models of simultaneously-recorded neural populations" | [Home Page] | [PDF]
-
Guy Van den Broeck, Adnan Darwiche. "On the Complexity and Approximation of Binary Evidence in Lifted Inference" | [Home Page] | [PDF]
-
Crystal Maung, Haim Schweitzer. "Pass-efficient unsupervised feature selection" | [Home Page] | [PDF]
-
Jimmy Ba, Brendan Frey. "Adaptive dropout for training deep neural networks" | [Home Page] | [PDF]
-
James Martens, Arkadev Chattopadhya, Toni Pitassi, Richard Zemel. "On the Representational Efficiency of Restricted Boltzmann Machines" | [Home Page] | [PDF]
-
Wojciech Samek, Duncan Blythe, Klaus-Robert Müller, Motoaki Kawanabe. "Robust Spatial Filtering with Beta Divergence" | [Home Page] | [PDF]
-
Andrea Frome, Greg S. Corrado, Jon Shlens, Samy Bengio, Jeff Dean, Marc'Aurelio Ranzato, Tomas Mikolov. "DeViSE: A Deep Visual-Semantic Embedding Model" | [Home Page] | [PDF]
-
Aswin Raghavan, Roni Khardon, Alan Fern, Prasad Tadepalli. "Symbolic Opportunistic Policy Iteration for Factored-Action MDPs" | [Home Page] | [PDF]
-
Fabian Sinz, Anna Stockl, Jan Grewe, Jan Benda. "Least Informative Dimensions" | [Home Page] | [PDF]
-
Subhaneil Lahiri, Surya Ganguli. "A memory frontier for complex synapses" | [Home Page] | [PDF]
-
Martin Mevissen, Emanuele Ragnoli, Jia Yuan Yu. "Data-driven Distributionally Robust Polynomial Optimization" | [Home Page] | [PDF]
-
Andreas Stuhlmüller, Jacob Taylor, Noah Goodman. "Learning Stochastic Inverses" | [Home Page] | [PDF]
-
Yann Dauphin, Yoshua Bengio. "Stochastic Ratio Matching of RBMs for Sparse High-Dimensional Inputs" | [Home Page] | [PDF]
-
Maria-Florina F. Balcan, Steven Ehrlich, Yingyu Liang. "Distributed
$k$ -means and$k$ -median Clustering on General Topologies" | [Home Page] | [PDF] -
Francis Bach, Eric Moulines. "Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n)" | [Home Page] | [PDF]
-
Misha Denil, Babak Shakibi, Laurent Dinh, Marc'Aurelio Ranzato, Nando de Freitas. "Predicting Parameters in Deep Learning" | [Home Page] | [PDF]
-
Min Xu, Tao Qin, Tie-Yan Liu. "Estimation Bias in Multi-Armed Bandit Algorithms for Search Advertising" | [Home Page] | [PDF]
-
Tamir Hazan, Subhransu Maji, Joseph Keshet, Tommi Jaakkola. "Learning Efficient Random Maximum A-Posteriori Predictors with Non-Decomposable Loss Functions" | [Home Page] | [PDF]
-
Assaf Glazer, Michael Lindenbaum, Shaul Markovitch. "q-OCSVM: A q-Quantile Estimator for High-Dimensional Distributions" | [Home Page] | [PDF]
-
Vincent Q. Vu, Juhee Cho, Jing Lei, Karl Rohe. "Fantope Projection and Selection: A near-optimal convex relaxation of sparse PCA" | [Home Page] | [PDF]
-
Mohammad Amin Sadeghi, David Forsyth. "Fast Template Evaluation with Vector Quantization" | [Home Page] | [PDF]
-
Lei Shi. "Sparse Additive Text Models with Low Rank Background" | [Home Page] | [PDF]
-
Brian McWilliams, David Balduzzi, Joachim M. Buhmann. "Correlated random features for fast semi-supervised learning" | [Home Page] | [PDF]
-
Qiang Cheng, Qiang Liu, Feng Chen, Alexander T. Ihler. "Variational Planning for Graph-based MDPs" | [Home Page] | [PDF]
-
Krzysztof M. Choromanski, Tony Jebara, Kui Tang. "Adaptive Anonymity via
$b$ -Matching" | [Home Page] | [PDF] -
Maria-Florina F. Balcan, Vitaly Feldman. "Statistical Active Learning Algorithms" | [Home Page] | [PDF]
-
Behnam Neyshabur, Nati Srebro, Russ R. Salakhutdinov, Yury Makarychev, Payman Yadollahpour. "The Power of Asymmetry in Binary Hashing" | [Home Page] | [PDF]
-
Aijun Bai, Feng Wu, Xiaoping Chen. "Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search" | [Home Page] | [PDF]
-
Baharan Mirzasoleiman, Amin Karbasi, Rik Sarkar, Andreas Krause. "Distributed Submodular Maximization: Identifying Representative Elements in Massive Data" | [Home Page] | [PDF]
-
Xiao-Ming Wu, Zhenguo Li, Shih-Fu Chang. "Analyzing the Harmonic Structure in Graph-Based Learning" | [Home Page] | [PDF]
-
James L. Sharpnack, Akshay Krishnamurthy, Aarti Singh. "Near-optimal Anomaly Detection in Graphs using Lovasz Extended Scan Statistic" | [Home Page] | [PDF]
-
Mahdi Milani Fard, Yuri Grinberg, Amir-massoud Farahmand, Joelle Pineau, Doina Precup. "Bellman Error Based Feature Generation using Random Projections on Sparse Spaces" | [Home Page] | [PDF]
-
Soravit Changpinyo, Kuan Liu, Fei Sha. "Similarity Component Analysis" | [Home Page] | [PDF]
-
Troy Lee, Adi Shraibman. "Matrix Completion From any Given Set of Observations" | [Home Page] | [PDF]
-
Zhengdong Lu, Hang Li. "A Deep Architecture for Matching Short Texts" | [Home Page] | [PDF]
-
Daniel S. Levine, Jonathan P. How. "Sensor Selection in High-Dimensional Gaussian Trees with Nuisances" | [Home Page] | [PDF]
-
Matthias Hein, Simon Setzer, Leonardo Jost, Syama Sundar Rangapuram. "The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited" | [Home Page] | [PDF]
-
Jie Wang, Jiayu Zhou, Peter Wonka, Jieping Ye. "Lasso Screening Rules via Dual Polytope Projection" | [Home Page] | [PDF]
-
Francesca Petralia, Joshua T. Vogelstein, David B. Dunson. "Multiscale Dictionary Learning for Estimating Conditional Distributions" | [Home Page] | [PDF]
-
Eunho Yang, Pradeep K. Ravikumar. "Dirty Statistical Models" | [Home Page] | [PDF]
-
Dahua Lin. "Online Learning of Nonparametric Mixture Models via Sequential Variational Approximation" | [Home Page] | [PDF]
-
Shouyuan Chen, Michael R. Lyu, Irwin King, Zenglin Xu. "Exact and Stable Recovery of Pairwise Interaction Tensors" | [Home Page] | [PDF]
-
Jing Xiang, Seyoung Kim. "A Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables"* | [Home Page] | [PDF]
-
Josip Djolonga, Andreas Krause, Volkan Cevher. "High-Dimensional Gaussian Process Bandits" | [Home Page] | [PDF]
-
Daniel Bartz, Klaus-Robert Müller. "Generalizing Analytic Shrinkage for Arbitrary Covariance Structures" | [Home Page] | [PDF]
-
Vibhav Vineet, Carsten Rother, Philip Torr. "Higher Order Priors for Joint Intrinsic Image, Objects, and Attributes Estimation" | [Home Page] | [PDF]
-
Jiashi Feng, Huan Xu, Shuicheng Yan. "Online Robust PCA via Stochastic Optimization" | [Home Page] | [PDF]
-
Rupesh K. Srivastava, Jonathan Masci, Sohrob Kazerounian, Faustino Gomez, Jürgen Schmidhuber. "Compete to Compute" | [Home Page] | [PDF]
-
Yu Zhang. "Heterogeneous-Neighborhood-based Multi-Task Local Learning Algorithms" | [Home Page] | [PDF]
-
Nan Du, Le Song, Manuel Gomez Rodriguez, Hongyuan Zha. "Scalable Influence Estimation in Continuous-Time Diffusion Networks" | [Home Page] | [PDF]
-
Amit Daniely, Nati Linial, Shai Shalev-Shwartz. "More data speeds up training time in learning halfspaces over sparse vectors" | [Home Page] | [PDF]
-
Hanlin Goh, Nicolas Thome, Matthieu Cord, Joo-Hwee Lim. "Top-Down Regularization of Deep Belief Networks" | [Home Page] | [PDF]
-
Xinhua Zhang, Yao-Liang Yu, Dale Schuurmans. "Polar Operators for Structured Sparse Estimation" | [Home Page] | [PDF]
-
Xinhua Zhang, Wee Sun Lee, Yee Whye Teh. "Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Space" | [Home Page] | [PDF]
-
David E. Carlson, Vinayak Rao, Joshua T. Vogelstein, Lawrence Carin. "Real-Time Inference for a Gamma Process Model of Neural Spiking" | [Home Page] | [PDF]
-
Shaodan Zhai, Tian Xia, Ming Tan, Shaojun Wang. "Direct 0-1 Loss Minimization and Margin Maximization with Boosting" | [Home Page] | [PDF]
-
Tim Roughgarden, Michael Kearns. "Marginals-to-Models Reducibility" | [Home Page] | [PDF]
-
Haim Avron, Vikas Sindhwani, David Woodruff. "Sketching Structured Matrices for Faster Nonlinear Regression" | [Home Page] | [PDF]
-
Chong Wang, Xi Chen, Alexander J. Smola, Eric P. Xing. "Variance Reduction for Stochastic Gradient Optimization" | [Home Page] | [PDF]
-
Yao-Liang Yu. "On Decomposing the Proximal Map" | [Home Page] | [PDF]
-
Alessandro Perina, Nebojsa Jojic, Manuele Bicego, Andrzej Truski. "Documents as multiple overlapping windows into grids of counts" | [Home Page] | [PDF]
-
Fang Han, Han Liu. "Robust Sparse Principal Component Regression under the High Dimensional Elliptical Model" | [Home Page] | [PDF]
-
Robert V. Lindsey, Michael C. Mozer, William J. Huggins, Harold Pashler. "Optimizing Instructional Policies" | [Home Page] | [PDF]
-
Jacob Abernethy, Satyen Kale. "Adaptive Market Making via Online Learning" | [Home Page] | [PDF]
-
Kareem Amin, Afshin Rostamizadeh, Umar Syed. "Learning Prices for Repeated Auctions with Strategic Buyers" | [Home Page] | [PDF]
-
Mark Rogers, Lei Li, Stuart J. Russell. "Multilinear Dynamical Systems for Tensor Time Series" | [Home Page] | [PDF]
-
Christina E. Lee, Asuman Ozdaglar, Devavrat Shah. "Computing the Stationary Distribution Locally" | [Home Page] | [PDF]
-
Guang-Tong Zhou, Tian Lan, Arash Vahdat, Greg Mori. "Latent Maximum Margin Clustering" | [Home Page] | [PDF]
-
Daniel L. Yamins, Ha Hong, Charles Cadieu, James J. DiCarlo. "Hierarchical Modular Optimization of Convolutional Networks Achieves Representations Similar to Macaque IT and Human Ventral Stream" | [Home Page] | [PDF]
-
Jiashi Feng, Huan Xu, Shie Mannor, Shuicheng Yan. "Online PCA for Contaminated Data" | [Home Page] | [PDF]
-
Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S. Corrado, Jeff Dean. "Distributed Representations of Words and Phrases and their Compositionality" | [Home Page] | [PDF]
-
Daniel Vainsencher, Shie Mannor, Huan Xu. "Learning Multiple Models via Regularized Weighting" | [Home Page] | [PDF]
-
Nitish Srivastava, Russ R. Salakhutdinov. "Discriminative Transfer Learning with Tree-based Priors" | [Home Page] | [PDF]
-
Jerry Zhu. "Machine Teaching for Bayesian Learners in the Exponential Family" | [Home Page] | [PDF]
-
Nicolò Cesa-Bianchi, Ofer Dekel, Ohad Shamir. "Online Learning with Switching Costs and Other Adaptive Adversaries" | [Home Page] | [PDF]
-
Noga Alon, Nicolò Cesa-Bianchi, Claudio Gentile, Yishay Mansour. "From Bandits to Experts: A Tale of Domination and Independence" | [Home Page] | [PDF]
-
Parikshit Ram, Alexander Gray. "Which Space Partitioning Tree to Use for Search?" | [Home Page] | [PDF]
-
Anirban Roychowdhury, Ke Jiang, Brian Kulis. "Small-Variance Asymptotics for Hidden Markov Models" | [Home Page] | [PDF]
-
Nikhil Rao, Christopher Cox, Rob Nowak, Timothy T. Rogers. "Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI Analysis" | [Home Page] | [PDF]
-
Rishabh K. Iyer, Jeff A. Bilmes. "Submodular Optimization with Submodular Cover and Submodular Knapsack Constraints" | [Home Page] | [PDF]
-
Adel Javanmard, Andrea Montanari. "Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition" | [Home Page] | [PDF]
-
Aasa Feragen, Niklas Kasenburg, Jens Petersen, Marleen de Bruijne, Karsten Borgwardt. "Scalable kernels for graphs with continuous attributes" | [Home Page] | [PDF]
-
Ali Borji, Laurent Itti. "Bayesian optimization explains human active search" | [Home Page] | [PDF]
-
Wojciech Zaremba, Arthur Gretton, Matthew Blaschko. "B-test: A Non-parametric, Low Variance Kernel Two-sample Test" | [Home Page] | [PDF]
-
Matus J. Telgarsky, Sanjoy Dasgupta. "Moment-based Uniform Deviation Bounds for
$k$ -means and Friends" | [Home Page] | [PDF] -
Harish G. Ramaswamy, Shivani Agarwal, Ambuj Tewari. "Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses" | [Home Page] | [PDF]
-
Ari Pakman, Liam Paninski. "Auxiliary-variable Exact Hamiltonian Monte Carlo Samplers for Binary Distributions" | [Home Page] | [PDF]
-
Il Memming Park, Evan W. Archer, Nicholas Priebe, Jonathan W. Pillow. "Spectral methods for neural characterization using generalized quadratic models" | [Home Page] | [PDF]
-
George H. Chen, Stanislav Nikolov, Devavrat Shah. "A Latent Source Model for Nonparametric Time Series Classification" | [Home Page] | [PDF]
-
Ilya O. Tolstikhin, Yevgeny Seldin. "PAC-Bayes-Empirical-Bernstein Inequality" | [Home Page] | [PDF]
-
Özlem Aslan, Hao Cheng, Xinhua Zhang, Dale Schuurmans. "Convex Two-Layer Modeling" | [Home Page] | [PDF]
-
David Lopez-Paz, Philipp Hennig, Bernhard Schölkopf. "The Randomized Dependence Coefficient" | [Home Page] | [PDF]
-
Tuo Zhao, Han Liu. "Sparse Inverse Covariance Estimation with Calibration" | [Home Page] | [PDF]
-
Nathaniel Korda, Emilie Kaufmann, Remi Munos. "Thompson Sampling for 1-Dimensional Exponential Family Bandits" | [Home Page] | [PDF]
-
Rie Johnson, Tong Zhang. "Accelerating Stochastic Gradient Descent using Predictive Variance Reduction" | [Home Page] | [PDF]
-
Aurel A. Lazar, Yevgeniy Slutskiy. "Multisensory Encoding, Decoding, and Identification" | [Home Page] | [PDF]
-
Qianli Liao, Joel Z. Leibo, Tomaso Poggio. "Learning invariant representations and applications to face verification" | [Home Page] | [PDF]
-
Xinghao Pan, Joseph E. Gonzalez, Stefanie Jegelka, Tamara Broderick, Michael I. Jordan. "Optimistic Concurrency Control for Distributed Unsupervised Learning" | [Home Page] | [PDF]
-
Michel Besserve, Nikos K. Logothetis, Bernhard Schölkopf. "Statistical analysis of coupled time series with Kernel Cross-Spectral Density operators." | [Home Page] | [PDF]
-
Marco Cuturi. "Sinkhorn Distances: Lightspeed Computation of Optimal Transport" | [Home Page] | [PDF]
-
Myunghwan Kim, Jure Leskovec. "Nonparametric Multi-group Membership Model for Dynamic Networks" | [Home Page] | [PDF]
-
Khaled S. Refaat, Arthur Choi, Adnan Darwiche. "EDML for Learning Parameters in Directed and Undirected Graphical Models" | [Home Page] | [PDF]
-
Alfredo Kalaitzis, Ricardo Silva. "Flexible sampling of discrete data correlations without the marginal distributions" | [Home Page] | [PDF]
-
Liming Wang, David E. Carlson, Miguel Rodrigues, David Wilcox, Robert Calderbank, Lawrence Carin. "Designed Measurements for Vector Count Data" | [Home Page] | [PDF]
-
Richard Socher, Danqi Chen, Christopher D. Manning, Andrew Ng. "Reasoning With Neural Tensor Networks for Knowledge Base Completion" | [Home Page] | [PDF]
-
Aaron van den Oord, Sander Dieleman, Benjamin Schrauwen. "Deep content-based music recommendation" | [Home Page] | [PDF]
-
Behzad Golshan, John Byers, Evimaria Terzi. "What do row and column marginals reveal about your dataset?" | [Home Page] | [PDF]
-
Matthew J. Johnson, James Saunderson, Alan Willsky. "Analyzing Hogwild Parallel Gaussian Gibbs Sampling" | [Home Page] | [PDF]
-
Wenjie Luo, Alex Schwing, Raquel Urtasun. "Latent Structured Active Learning" | [Home Page] | [PDF]
-
Adel Javanmard, Andrea Montanari. "Confidence Intervals and Hypothesis Testing for High-Dimensional Statistical Models" | [Home Page] | [PDF]
-
Edo M. Airoldi, Thiago B. Costa, Stanley H. Chan. "Stochastic blockmodel approximation of a graphon: Theory and consistent estimation" | [Home Page] | [PDF]
-
Qirong Ho, James Cipar, Henggang Cui, Seunghak Lee, Jin Kyu Kim, Phillip B. Gibbons, Garth A. Gibson, Greg Ganger, Eric P. Xing. "More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server" | [Home Page] | [PDF]
-
Siwei Lyu, Xin Wang. "On Algorithms for Sparse Multi-factor NMF" | [Home Page] | [PDF]
-
Zheng Wen, Benjamin Van Roy. "Efficient Exploration and Value Function Generalization in Deterministic Systems" | [Home Page] | [PDF]
-
Jason Chang, John W. Fisher III. "Parallel Sampling of DP Mixture Models using Sub-Cluster Splits" | [Home Page] | [PDF]
-
Sheeraz Ahmad, He Huang, Angela J. Yu. "Context-sensitive active sensing in humans" | [Home Page] | [PDF]
-
Alessandro Rudi, Guillermo D. Canas, Lorenzo Rosasco. "On the Sample Complexity of Subspace Learning" | [Home Page] | [PDF]
-
Carlos J. Becker, Christos M. Christoudias, Pascal Fua. "Non-Linear Domain Adaptation with Boosting" | [Home Page] | [PDF]
-
Ashesh Jain, Brian Wojcik, Thorsten Joachims, Ashutosh Saxena. "Learning Trajectory Preferences for Manipulators via Iterative Improvement" | [Home Page] | [PDF]
-
Jukka Corander, Tomi Janhunen, Jussi Rintanen, Henrik Nyman, Johan Pensar. "Learning Chordal Markov Networks by Constraint Satisfaction" | [Home Page] | [PDF]
-
Rishabh K. Iyer, Stefanie Jegelka, Jeff A. Bilmes. "Curvature and Optimal Algorithms for Learning and Minimizing Submodular Functions" | [Home Page] | [PDF]
-
Bernardino Romera-Paredes, Massimiliano Pontil. "A New Convex Relaxation for Tensor Completion" | [Home Page] | [PDF]
-
Adhiraj Somani, Nan Ye, David Hsu, Wee Sun Lee. "DESPOT: Online POMDP Planning with Regularization" | [Home Page] | [PDF]
-
Chris Hinrichs, Vamsi K. Ithapu, Qinyuan Sun, Sterling C. Johnson, Vikas Singh. "Speeding up Permutation Testing in Neuroimaging" | [Home Page] | [PDF]
-
Cheston Tan, Jedediah M. Singer, Thomas Serre, David Sheinberg, Tomaso Poggio. "Neural representation of action sequences: how far can a simple snippet-matching model take us?" | [Home Page] | [PDF]
-
Chen-Ping Yu, Wen-Yu Hua, Dimitris Samaras, Greg Zelinsky. "Modeling Clutter Perception using Parametric Proto-object Partitioning" | [Home Page] | [PDF]
-
Fang Zhao, Yongzhen Huang, Liang Wang, Tieniu Tan. "Relevance Topic Model for Unstructured Social Group Activity Recognition" | [Home Page] | [PDF]
-
Hossein Azari Soufiani, Hansheng Diao, Zhenyu Lai, David C. Parkes. "Generalized Random Utility Models with Multiple Types" | [Home Page] | [PDF]
-
Abhradeep Guha Thakurta, Adam Smith. "(Nearly) Optimal Algorithms for Private Online Learning in Full-information and Bandit Settings" | [Home Page] | [PDF]
-
Akshay Balsubramani, Sanjoy Dasgupta, Yoav Freund. "The Fast Convergence of Incremental PCA" | [Home Page] | [PDF]
-
Liam C. MacDermed, Charles L. Isbell. "Point Based Value Iteration with Optimal Belief Compression for Dec-POMDPs" | [Home Page] | [PDF]
-
Isik B. Fidaner, Taylan Cemgil. "Summary Statistics for Partitionings and Feature Allocations" | [Home Page] | [PDF]
-
Tzu-Kuo Huang, Jeff Schneider. "Learning Hidden Markov Models from Non-sequence Data via Tensor Decomposition" | [Home Page] | [PDF]
-
Rohit Babbar, Ioannis Partalas, Eric Gaussier, Massih R. Amini. "On Flat versus Hierarchical Classification in Large-Scale Taxonomies" | [Home Page] | [PDF]
-
Qiang Liu, Alexander T. Ihler, Mark Steyvers. "Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?" | [Home Page] | [PDF]
-
Sivaraman Balakrishnan, Srivatsan Narayanan, Alessandro Rinaldo, Aarti Singh, Larry Wasserman. "Cluster Trees on Manifolds" | [Home Page] | [PDF]
-
Arash Amini, XuanLong Nguyen. "Bayesian inference as iterated random functions with applications to sequential inference in graphical models" | [Home Page] | [PDF]
-
Hesham Mostafa, Lorenz. K. Mueller, Giacomo Indiveri. "Recurrent networks of coupled Winner-Take-All oscillators for solving constraint satisfaction problems" | [Home Page] | [PDF]
-
Mahito Sugiyama, Karsten Borgwardt. "Rapid Distance-Based Outlier Detection via Sampling" | [Home Page] | [PDF]
-
Yangqing Jia, Joshua T. Abbott, Joseph L. Austerweil, Tom Griffiths, Trevor Darrell. "Visual Concept Learning: Combining Machine Vision and Bayesian Generalization on Concept Hierarchies" | [Home Page] | [PDF]
-
Michael C. Hughes, Erik Sudderth. "Memoized Online Variational Inference for Dirichlet Process Mixture Models" | [Home Page] | [PDF]
-
Daniele Durante, Bruno Scarpa, David B. Dunson. "Locally Adaptive Bayesian Multivariate Time Series" | [Home Page] | [PDF]
-
Divyanshu Vats, Richard Baraniuk. "When in Doubt, SWAP: High-Dimensional Sparse Recovery from Correlated Measurements" | [Home Page] | [PDF]
-
Yuchen Zhang, John Duchi, Michael I. Jordan, Martin J. Wainwright. "Information-theoretic lower bounds for distributed statistical estimation with communication constraints" | [Home Page] | [PDF]
-
Charlie Tang, Russ R. Salakhutdinov. "Learning Stochastic Feedforward Neural Networks" | [Home Page] | [PDF]
-
Yuhong Guo. "Robust Transfer Principal Component Analysis with Rank Constraints" | [Home Page] | [PDF]
-
Jasper Snoek, Richard Zemel, Ryan P. Adams. "A Determinantal Point Process Latent Variable Model for Inhibition in Neural Spiking Data" | [Home Page] | [PDF]
-
Wen-Hao Zhang, Si Wu. "Reciprocally Coupled Local Estimators Implement Bayesian Information Integration Distributively" | [Home Page] | [PDF]
-
Justin Domke. "Structured Learning via Logistic Regression" | [Home Page] | [PDF]
-
Andriy Mnih, Koray Kavukcuoglu. "Learning word embeddings efficiently with noise-contrastive estimation" | [Home Page] | [PDF]
-
Hossein Azari Soufiani, William Chen, David C. Parkes, Lirong Xia. "Generalized Method-of-Moments for Rank Aggregation" | [Home Page] | [PDF]
-
Remi Gribonval, Pierre Machart. "Reconciling "priors" & "priors" without prejudice?" | [Home Page] | [PDF]
-
Naiyan Wang, Dit-Yan Yeung. "Learning a Deep Compact Image Representation for Visual Tracking" | [Home Page] | [PDF]
-
Tianbao Yang. "Trading Computation for Communication: Distributed Stochastic Dual Coordinate Ascent" | [Home Page] | [PDF]
-
Philip S. Thomas, William C. Dabney, Stephen Giguere, Sridhar Mahadevan. "Projected Natural Actor-Critic" | [Home Page] | [PDF]
-
Brendan McMahan, Jacob Abernethy. "Minimax Optimal Algorithms for Unconstrained Linear Optimization" | [Home Page] | [PDF]
-
Shane Griffith, Kaushik Subramanian, Jonathan Scholz, Charles L. Isbell, Andrea L. Thomaz. "Policy Shaping: Integrating Human Feedback with Reinforcement Learning" | [Home Page] | [PDF]
-
Asrar Ahmed, Pradeep Varakantham, Yossiri Adulyasak, Patrick Jaillet. "Regret based Robust Solutions for Uncertain Markov Decision Processes" | [Home Page] | [PDF]
-
Gilles Louppe, Louis Wehenkel, Antonio Sutera, Pierre Geurts. "Understanding variable importances in forests of randomized trees" | [Home Page] | [PDF]
-
Özgür Şimşek. "Linear decision rule as aspiration for simple decision heuristics" | [Home Page] | [PDF]
-
Forest Agostinelli, Michael R. Anderson, Honglak Lee. "Adaptive Multi-Column Deep Neural Networks with Application to Robust Image Denoising" | [Home Page] | [PDF]
-
Alexandros Paraschos, Christian Daniel, Jan R. Peters, Gerhard Neumann. "Probabilistic Movement Primitives" | [Home Page] | [PDF]
-
Miao Xu, Rong Jin, Zhi-Hua Zhou. "Speedup Matrix Completion with Side Information: Application to Multi-Label Learning" | [Home Page] | [PDF]
-
Nils E. Napp, Ryan P. Adams. "Message Passing Inference with Chemical Reaction Networks" | [Home Page] | [PDF]
-
Yuening Hu, Jordan L. Ying, Hal Daume III, Z. Irene Ying. "Binary to Bushy: Bayesian Hierarchical Clustering with the Beta Coalescent" | [Home Page] | [PDF]
-
Kamalika Chaudhuri, Staal A. Vinterbo. "A Stability-based Validation Procedure for Differentially Private Machine Learning" | [Home Page] | [PDF]
-
Raphael Bailly, Xavier Carreras, Ariadna Quattoni. "Unsupervised Spectral Learning of Finite State Transducers" | [Home Page] | [PDF]
-
Lee H. Dicker, Dean P. Foster. "One-shot learning and big data with n=2" | [Home Page] | [PDF]
-
Yannick Schwartz, Bertrand Thirion, Gael Varoquaux. "Mapping paradigm ontologies to and from the brain" | [Home Page] | [PDF]
-
Ulrike Von Luxburg, Morteza Alamgir. "Density estimation from unweighted k-nearest neighbor graphs: a roadmap" | [Home Page] | [PDF]
-
Prashanth L.A., Mohammad Ghavamzadeh. "Actor-Critic Algorithms for Risk-Sensitive MDPs" | [Home Page] | [PDF]
-
Miaomiao Zhang, Tom Fletcher. "Probabilistic Principal Geodesic Analysis" | [Home Page] | [PDF]
-
Hu Ding, Ronald Berezney, Jinhui Xu. "k-Prototype Learning for 3D Rigid Structures" | [Home Page] | [PDF]
-
David J. Weiss, Ben Taskar. "Learning Adaptive Value of Information for Structured Prediction" | [Home Page] | [PDF]
-
Karin C. Knudson, Jonathan W. Pillow. "Spike train entropy-rate estimation using hierarchical Dirichlet process priors" | [Home Page] | [PDF]
-
Po-Ling Loh, Martin J. Wainwright. "Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima" | [Home Page] | [PDF]
-
Grani Adiwena Hanasusanto, Daniel Kuhn. "Robust Data-Driven Dynamic Programming" | [Home Page] | [PDF]
-
Yu-Xiang Wang, Huan Xu, Chenlei Leng. "Provable Subspace Clustering: When LRR meets SSC" | [Home Page] | [PDF]
-
Sasha Rakhlin, Karthik Sridharan. "Optimization, Learning, and Games with Predictable Sequences" | [Home Page] | [PDF]
-
Anshumali Shrivastava, Ping Li. "Beyond Pairwise: Provably Fast Algorithms for Approximate
$k$ -Way Similarity Search" | [Home Page] | [PDF] -
David G. Barrett, Sophie Denève, Christian K. Machens. "Firing rate predictions in optimal balanced networks" | [Home Page] | [PDF]
-
Kevin Swersky, Jasper Snoek, Ryan P. Adams. "Multi-Task Bayesian Optimization" | [Home Page] | [PDF]
-
Jason D. Lee, Ran Gilad-Bachrach, Rich Caruana. "Using multiple samples to learn mixture models" | [Home Page] | [PDF]
-
Nima Taghipour, Jesse Davis, Hendrik Blockeel. "First-order Decomposition Trees" | [Home Page] | [PDF]
-
Amin Karbasi, Amir Hesam Salavati, Amin Shokrollahi, Lav R. Varshney. "Noise-Enhanced Associative Memories" | [Home Page] | [PDF]
-
Victor Gabillon, Branislav Kveton, Zheng Wen, Brian Eriksson, S. Muthukrishnan. "Adaptive Submodular Maximization in Bandit Setting" | [Home Page] | [PDF]
-
Botond Cseke, Manfred Opper, Guido Sanguinetti. "Approximate inference in latent Gaussian-Markov models from continuous time observations" | [Home Page] | [PDF]
-
Viet-An Nguyen, Jordan L. Ying, Philip Resnik. "Lexical and Hierarchical Topic Regression" | [Home Page] | [PDF]
-
Matteo Pirotta, Marcello Restelli, Luca Bascetta. "Adaptive Step-Size for Policy Gradient Methods" | [Home Page] | [PDF]
-
Mehrdad Mahdavi, Lijun Zhang, Rong Jin. "Mixed Optimization for Smooth Functions" | [Home Page] | [PDF]
-
Christian Szegedy, Alexander Toshev, Dumitru Erhan. "Deep Neural Networks for Object Detection" | [Home Page] | [PDF]
-
Jeffrey W. Miller, Matthew T. Harrison. "A simple example of Dirichlet process mixture inconsistency for the number of components" | [Home Page] | [PDF]
-
Corinna Cortes, Marius Kloft, Mehryar Mohri. "Learning Kernels Using Local Rademacher Complexity" | [Home Page] | [PDF]
-
Evan W. Archer, Il Memming Park, Jonathan W. Pillow. "Bayesian entropy estimation for binary spike train data using parametric prior knowledge" | [Home Page] | [PDF]
-
Carl Doersch, Abhinav Gupta, Alexei A. Efros. "Mid-level Visual Element Discovery as Discriminative Mode Seeking" | [Home Page] | [PDF]
-
Vikash K. Mansinghka, Tejas D. Kulkarni, Yura N. Perov, Josh Tenenbaum. "Approximate Bayesian Image Interpretation using Generative Probabilistic Graphics Programs" | [Home Page] | [PDF]
-
Roger B. Grosse, Chris J. Maddison, Russ R. Salakhutdinov. "Annealing between distributions by averaging moments" | [Home Page] | [PDF]
-
Christophe Schulke, Francesco Caltagirone, Florent Krzakala, Lenka Zdeborová. "Blind Calibration in Compressed Sensing using Message Passing Algorithms" | [Home Page] | [PDF]
-
Nguyen Viet Cuong, Wee Sun Lee, Nan Ye, Kian Ming A. Chai, Hai Leong Chieu. "Active Learning for Probabilistic Hypotheses Using the Maximum Gibbs Error Criterion" | [Home Page] | [PDF]
-
Thomas Bonald, Alexandre Proutiere. "Two-Target Algorithms for Infinite-Armed Bandits with Bernoulli Rewards" | [Home Page] | [PDF]
-
Leonid Boytsov, Bilegsaikhan Naidan. "Learning to Prune in Metric and Non-Metric Spaces" | [Home Page] | [PDF]
-
Beomjoon Kim, Amir-massoud Farahmand, Joelle Pineau, Doina Precup. "Learning from Limited Demonstrations" | [Home Page] | [PDF]
-
Gunnar Kedenburg, Raphael Fonteneau, Remi Munos. "Aggregating Optimistic Planning Trees for Solving Markov Decision Processes" | [Home Page] | [PDF]
-
Stefan Mathe, Cristian Sminchisescu. "Action from Still Image Dataset and Inverse Optimal Control to Learn Task Specific Visual Scanpaths" | [Home Page] | [PDF]
-
Jacob Abernethy, Peter L. Bartlett, Rafael Frongillo, Andre Wibisono. "How to Hedge an Option Against an Adversary: Black-Scholes Pricing is Minimax Optimal" | [Home Page] | [PDF]