-
Notifications
You must be signed in to change notification settings - Fork 0
/
publications_old.html
702 lines (535 loc) · 42.2 KB
/
publications_old.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
<!DOCTYPE HTML>
<!--
Introspect by TEMPLATED
templated.co @templatedco
Released for free under the Creative Commons Attribution 3.0 license (templated.co/license)
-->
<html>
<head>
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src="https://www.googletagmanager.com/gtag/js?id=UA-34679733-4"></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'UA-34679733-4');
</script>
<title>INK Research Lab - USC Computer Science</title>
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta name="description" content="INK Research Lab @ USC">
<meta name="author" content="INK Research Lab @ USC">
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no" />
<link rel="stylesheet" href="assets/css/main.css" />
<link rel="apple-touch-icon" sizes="180x180" href="/apple-touch-icon.png">
<link rel="icon" type="image/png" sizes="32x32" href="/favicon-32x32.png">
<link rel="icon" type="image/png" sizes="16x16" href="/favicon-16x16.png">
<link rel="manifest" href="/site.webmanifest">
<link rel="mask-icon" href="/safari-pinned-tab.svg" color="#5bbad5">
<meta name="msapplication-TileColor" content="#da532c">
<meta name="theme-color" content="#ffffff">
</head>
<body>
<!-- Header -->
<header id="header">
<div class="inner">
<a href="index.html" class="logo"> <img width="55" style="padding: 0.5em 0 0 0" src="images/logo.png"> </a>
<nav id="nav">
<a style="color:#d5d5d5" onMouseOver="this.style.color='#FF0433'" onMouseOut="this.style.color='#d5d5d5'" href="index.html">Home</a>
<a style="color:#d5d5d5" onMouseOver="this.style.color='#FF0433'" onMouseOut="this.style.color='#d5d5d5'" href="people.html">People</a>
<a style="color:#d5d5d5" onMouseOver="this.style.color='#FF0433'" onMouseOut="this.style.color='#d5d5d5'" href="research.html">Research</a>
<a style="color:#FF0433;" onMouseOver="this.style.color='#FF0433'" onMouseOut="this.style.color='#d5d5d5'" href="publications.html"><u>Publications</u></a>
<a style="color:#d5d5d5" onMouseOver="this.style.color='#FF0433'" onMouseOut="this.style.color='#d5d5d5'" href="software.html">Software</a>
<a style="color:#d5d5d5" onMouseOver="this.style.color='#FF0433'" onMouseOut="this.style.color='#d5d5d5'" href="sponsors.html">Sponsors</a>
<a style="color:#d5d5d5" onMouseOver="this.style.color='#FF0433'" onMouseOut="this.style.color='#d5d5d5'" href="teaching.html">Teaching</a>
<!-- <a href="elements.html">Resources</a> -->
<a style="color:#d5d5d5" onMouseOver="this.style.color='#FF0433'" onMouseOut="this.style.color='#d5d5d5'" href="contact.html">Join Us</a>
</nav>
<div class="inner">
<img class="usclogo" src="images/usc-shield-name-white.png" >
</div>
</div>
</header>
<a href="#menu" class="navPanelToggle"><span class="fa fa-bars"></span></a>
<!-- Banner -->
<!-- <section id="banner" style="height:10pt">
<div class="inner" style="height:10pt">
<h1 style="padding: -10 0 0 0">INK Lab @ USC/ISI: <span style="text-transform:none;">Intelligence and Knowledge Discovery</span></h1>
</div>
</section> -->
<!-- One -->
<!-- Two -->
<section id="two" style="background:white">
<div class="inner">
<h2>Publications</h2>
</div>
<div class="inner">
<div class="content">
<h3>Preprint</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="https://arxiv.org/abs/2005.00806" target="_blank">Teaching Machine Comprehension with Compositional Explanations</a></b><br>
Qinyuan Ye, Xiao Huang, Xiang Ren. arXiv 2020. <br>
<a class="button pub" href="https://github.com/INK-USC/nl-explanation" target="_blank">Code & Data</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.00646" target="_blank">Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering</a></b><br>
Yanlin Feng, Xinyue Chen, Bill Yuchen Lin, Peifeng Wang, Jun Yan, Xiang Ren. arXiv 2020. <br>
<a class="button pub" href="https://github.com/INK-USC/MHGRN" target="_blank">Github</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.00782" target="_blank"><i>Can BERT Reason?</i> Logically Equivalent Probes for Evaluating the Inference Capabilities of Language Models</a></b><br>
Pei Zhou, Rahul Khanna, Bill Yuchen Lin, Daniel Ho, Xiang Ren, Jay Pujara. arXiv 2020. <br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.00691" target="_blank">Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering</a></b><br>
Peifeng Wang, Nanyun Peng, Pedro Szekely, Xiang Ren. arXiv 2020. <br>
<a class="button pub" href="https://github.com/wangpf3/Commonsense-Path-Generator" target="_blank">Github</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.00792" target="_blank"><b>ForecastQA</b>: Machine Comprehension of Temporal Text for Answering Forecasting Questions</a></b><br>
Woojeong Jin, Suji Kim, Xiang Ren. arXiv 2020.<br/>
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2020</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="https://arxiv.org/abs/2005.00785" target="_blank">Visually Grounded Continual Learning of Compositional Semantics</a></b><br>
Xisen Jin, Junyi Du, Arka Sadhu, Ram Nevatia, Xiang Ren. <i>Continual Learning @ICML 2020</i>.<br/>
</p>
<p><b><a href="https://arxiv.org/abs/2006.15294" target="_blank">Gradient Based Memory Editing for Task-Free Continual Learning</a></b><br>
Xisen Jin, Junyi Du, Xiang Ren. <i>LifelongML @ICML 2020</i> (<a href="https://lifelongml.github.io/schedule/" target="_blank"> <b>contributed talk</b></a>). <a href="https://github.com/INK-USC/GMED" target="_blank"></a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/1911.03705" target="_blank"><b>CommonGen</b>: A Constrained Text Generation Challenge for Generative Commonsense Reasoning</a></b> <br>
Bill Yuchen Lin, Ming Shen, Pei Zhou, Chandra Bhagavatula, Yejin Choi, Xiang Ren. arXiv 2020. <br>
<a class="button pub" href="http://inklab.usc.edu/CommonGen/" target="_blank">Leaderboard</a>
<a class="button pub" href="https://github.com/INK-USC/CommonGen" target="_blank">Code & Data</a><br/>
(A previous version was accepted to <i>AKBC 2020</i>)<br/>
</p>
<p><b><a href="https://arxiv.org/abs/2005.02439" target="_blank">Contextualizing Hate Speech Classifiers with Post-hoc Explanation</a></b> <br>
Brendan Kennedy*, Xisen Jin*, Aida Mostafazadeh Davani, Morteza Dehghani, Xiang Ren. <i>ACL 2020</i>. <br>
<a class="button pub" href="https://inklab.usc.edu/contextualize-hate-speech/" target="_blank">Project</a>
<a class="button pub" href="https://github.com/BrendanKennedy/contextualizing-hate-speech-models-with-explanations" target="_blank">Github</a><br/>
<font color="red"><b>Media coverage</b></font>: <a href="https://www.digitaltrends.com/features/solving-hate-speech-with-ai/?utm_source=twitter&utm_medium=social&utm_content=socialorg" target="_blank">Digital Trends</a>, <a href="https://www.sciencedaily.com/releases/2020/07/200707113229.htm" target="_blank">ScienceDaily</a>, <a href="https://www.eurekalert.org/pub_releases/2020-07/uosc-crr070620.php" target="_blank">EurekAlert</a>, <a href="https://www.unite.ai/new-study-attempts-to-improve-hate-speech-detection-algorithms/" target="_blank">Unite.AI</a>, <a href="https://viterbischool.usc.edu/news/2020/07/context-reduces-racial-bias-in-hate-speech-detection-algorithms/" target="_blank">USCViterbi</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/1910.04289">Learning to Contextually Aggregate Multi-Source Supervision for Sequence Labeling</a></b> <br/>
Ouyu Lan*, Xiao Huang*, Bill Yuchen Lin, He Jiang, Liyuan Liu, Xiang Ren. <i>ACL 2020</i><br/>
<a class="button pub" href="papers/acl20-connet.pdf" target="_blank">PDF</a> <a class="button pub" href="https://github.com/INK-USC/ConNet" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1908.10383">Facet-Aware Evaluation for Extractive Text Summarization</a></b><br>
Yuning Mao, Liyuan Liu, Qi Zhu, Xiang Ren and Jiawei Han. <i>ACL 2020</i><br>
<a class="button pub" href="https://github.com/morningmoni/FAR" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/2004.07493" target="_blank">TriggerNER: Learning with Entity Triggers as Explanation for Named Entity Recognition</a></b>.<br>
Bill Yuchen Lin*, Dong-Ho Lee*, Ming Shen, Xiao Huang, Ryan Moreno, Prashant Shiralkar, and Xiang Ren. <i>ACL 2020</i>.<br>
<a class="button pub" href="papers/acl20-triggerNER.pdf" target="_blank">PDF</a>
<a class="button pub" href="https://github.com/INK-USC/TriggerNER" target="_blank">Github</a>
<br/>
</p>
<p><b><a href="https://arxiv.org/abs/2004.07499">LEAN-LIFE: A Label-Efficient Annotation Framework Towards Learning from Explanation</a></b><br>
Dong-Ho Lee*, Rahul Khanna*, Bill Yuchen Lin, Jamin Chen, Seyeon Lee, Qinyuan Ye, Elizabeth Boschee, Leonardo Neves and Xiang Ren. <i>ACL 2020</i> (system demo).<br>
<a class="button pub" href="papers/acl20demo_leanlife.pdf" target="_blank">PDF</a> <a class="button pub" href="http://inklab.usc.edu/leanlife/" target="_blank">Project</a>
</p>
<p><b><a href="https://openreview.net/forum?id=BkxRRkSKwr" target="_blank">Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models</a></b><br>
Xisen Jin, Zhongyu Wei, Junyi Du, Xiangyang Xue, Xiang Ren. <i>ICLR 2020</i> (spotlight).<br>
<a class="button pub" href="https://inklab.usc.edu/hiexpl" target="_blank">Project</a>
<a class="button pub" href="https://github.com/INK-USC/hierarchical-explanation" target="_blank">Github</a>
</p>
<p><b><a href="https://openreview.net/forum?id=rJlUt0EYwS" target="_blank">Learning from Explanations with Neural Module Execution Tree</a></b><br>
Ziqi Wang*, Yujia Qin*, Wenxuan Zhou, Jun Yan, Qinyuan Ye, Leonardo Neves, Zhiyuan Liu, Xiang Ren. <i>ICLR 2020</i> (poster).<br>
<a class="button pub" href="http://inklab.usc.edu/project-NExT/" target="_blank">Project</a>
<a class="button pub" href="https://github.com/INK-USC/NExT" target="_blank">Github</a>
</p>
<p><b><a href="https://dl.acm.org/doi/abs/10.1145/3366423.3380282">NERO: A Neural Rule Grounding Framework for Label-Efficient Relation Extraction</a></b><br>
Wenxuan Zhou, Hongtao Lin, Bill Yuchen Lin, Ziqi Wang, Junyi Du, Leonardo Neves, Xiang Ren. <i>The Web Conference (WWW) 2020</i> (oral).<br>
<a class="button pub" href="https://github.com/INK-USC/NERO" target="_blank">Github</a>
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2019</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="https://arxiv.org/abs/1909.02151" target="_blank">KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning</a></b><br>
Bill Yuchen Lin, Xinyue Chen, Jamin Chen, Xiang Ren. <i>EMNLP 2019</i> (long, oral).<br>
<a class="button pub" href="https://github.com/INK-USC/KagNet" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1909.00230" target="_blank">Collaborative Policy Learning for Open Knowledge Graph Reasoning</a></b><br>
Cong Fu, Tong Chen, Meng Qu, Woojeong Jin, Xiang Ren. <i>EMNLP 2019</i> (long).<br>
<a class="button pub" href="https://github.com/INK-USC/CPL" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1904.09331" target="_blank">Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction</a></b><br>
Qinyuan Ye, Liyuan Liu, Maosen Zhang, Xiang Ren. <i>EMNLP 2019</i> (long, oral).<br>
<a class="button pub" href="https://github.com/INK-USC/shifted-label-distribution" target="_blank">Github</a>
</p>
<p><b><a>Learning Dynamic Context Augmentation for Global Entity Linking</a></b><br>
Xiyuan Yang, Xiaotao Gu, Sheng Lin, Siliang Tang, Yueting Zhuang, Fei Wu, Zhigang Chen, Guoping Hu, Xiang Ren. <i>EMNLP 2019</i> (long).<br>
<a class="button pub" href="https://github.com/YoungXiyuan/DCA" target="_blank">Github</a>
</p>
<p><b><a>Hierarchical Text Classification with Reinforced Label Assignment</a></b><br>
Yuning Mao, Jingjing Tian, Jiawei Han, Xiang Ren. <i>EMNLP 2019</i> (long).<br>
<a class="button pub" href="https://github.com/morningmoni/HiLAP" target="_blank">Github</a>
</p>
<p><b><a>HMEAE: Hierarchical Modular Event Argument Extraction</a></b><br>
Xiaozhi Wang, Ziqi Wang, Xu Han, Zhiyuan Liu, Juanzi Li, Peng Li, Maosong Sun, Jie Zhou, Xiang Ren. <i>EMNLP 2019</i> (short).<br>
</p>
<p><b><a>Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes</a></b><br>
Aida Mostafazadeh Davani, Leigh Yeh, Mohammad Atari, Brendan Kennedy, Gwenyth Portillo Wightman, Elaine Gonzalez, Natalie Delong, Rhea Bhatia, Arineh Mirinjian, Xiang Ren and Morteza Dehghani. <i>EMNLP 2019</i> (short).<br>
<a class="button pub" href="https://github.com/aiida-/HateCrime" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1904.05530">Recurrent Event Network for Reasoning over Temporal Knowledge Graphs</a></b><br>
Woojeong Jin, Changlin Zhang, Pedro Szekely, Xiang Ren. <i>Short version accepted to ICLR-RLGM 2019.</i><br>
<a class="button pub" href="https://github.com/INK-USC/RENet" target="_blank">Github</a> <a class="button pub" href="https://github.com/woojeongjin/dynamic-KG" target="_blank">Survey</a>
</p>
<p><b><a>Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis</a></b><br>
Junyi Du, He Jiang, Jiaming Shen, Xiang Ren. <i>ACL 2019.</i><br>
<a class="button pub" href="https://github.com/INK-USC/procedural-extraction" target="_blank">Github</a>
</p>
<p><b><a href="papers/acl19_alpaca.pdf" target="_blank">AlpacaTag: An Active Learning-based Crowd Annotation Framework for Sequence Tagging</a></b><br>
Bill Yuchen Lin*, Dong-Ho Lee*, Frank F. Xu, Ouyu Lan, Xiang Ren. <i>ACL 2019.</i> (System Demo)<br>
<a class="button pub" href="http://inklab.usc.edu/AlpacaTag" target="_blank">Project</a>
<a class="button pub" href="https://github.com/INK-USC/AlpacaTag/wiki" target="_blank">Wiki</a>
<a class="button pub" href="https://github.com/INK-USC/AlpacaTag" target="_blank">Github</a>
<a class="button pub" href="http://ink-ron.usc.edu:22033/static/file/poster.pdf" target="_blank">Poster</a>
</p>
<p><b><a>KCAT: A Knowledge-Constraint Typing Annotation Tool</a></b><br>
Sheng Lin, Luye Zheng, Bo Chen, Siliang Tang, Zhigang Chen, Guoping Hu, Yueting Zhuang, Fei Wu, Xiang Ren. <i>ACL 2019.</i> (System Demo)<br>
</p>
<p><b><a href="https://arxiv.org/abs/1904.08051">Posterior-regularized REINFORCE for Instance Selection in Distant Supervision</a></b><br>
Qi Zhang, Siliang Tang, Fei Wu, Siliang Pu, Yueting Zhuang, Xiang Ren. <i>NAACL 2019.</i><br>
<a class="button pub" href="https://github.com/hitcszq/PRRL_code" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1904.06475">Improving Distantly-supervised Entity Typing with Compact Latent Space Clustering</a></b><br>
Bo Chen, Xiaotao Gu, Yufeng Hu, Siliang Tang, Yueting Zhuang, Xiang Ren. <i>NAACL 2019.</i><br>
<a class="button pub" href="https://github.com/herbertchen1/NFETC-CLSC" target="_blank">Github</a>
</p>
<p><b><a>A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification</a></b><br>
Ziqian Zeng, Wenxuan Zhou, Xin Liu, and Yangqiu Song. <i>NAACL 2019.</i><br>
<a class="button pub" href="https://github.com/HKUST-KnowComp/VWS-DMSC" target="_blank">Github</a>
</p>
<p><b><a>Characterizing and Forecasting User Engagement with In-App Action Graphs: A Case Study of Snapchat</a></b><br>
Yozen Liu, Xiaolin Shi, Lucas Pierce, Xiang Ren. <i>KDD 2019.</i><br>
<a class="button pub" href="https://github.com/INK-USC/temporal-gcn-lstm" target="_blank">Github</a>
<a class="button pub" href="https://www.youtube.com/watch?v=m8m72FSDgPY" target="_blank">Video</a>
</p>
<p><b><a>AtSNE: Efficient and Robust Visualization on GPU through Hierarchical Optimization</a></b><br>
Cong Fu, Yonghui Zhang, Deng Cai, Xiang Ren. <i>KDD 2019.</i><br>
<a class="button pub" href="https://github.com/ZJULearning/AtSNE" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1902.07814">Learning Dual Retrieval Module for Semi-supervised Relation Extraction</a></b><br>
Hongtao Lin, Jun Yan, Qu Meng and Xiang Ren. <i>WWW 2019.</i><br>
<a class="button pub" href="https://github.com/INK-USC/DualRE" target="_blank">Github</a>
</p>
<p><b><a href="http:/ink-ron.usc.edu/xiangren/RuleRec-2019.pdf">Jointly Learning Explainable Rules for Recommendation with Knowledge Graph</a></b><br>
Weizhi Ma, Min Zhang, Yue Cao, Woojeong Jin, Chenyang Wang, Yiqun Liu, Shaoping Ma, and Xiang Ren. <i>WWW 2019.</i><br>
<a class="button pub" href="https://github.com/THUIR/RuleRec" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1811.07032">Mining Entity Synonyms with Efficient Neural Set Generation</a></b><br>
Jiaming Shen, Ruiliang Lyu, Xiang Ren, Michelle Vanni, Brian Sadler, Jiawei Han. <i>AAAI 2019.</i><br/>
<a class="button pub" href="https://github.com/mickeystroller/SynSetMine-pytorch" target="_blank">Github</a>
<a class="button pub" href="http://bit.ly/SynSetMine-dataset" target="_blank">Data</a>
<a class="button pub" href="https://mickeystroller.github.io/resources/AAAI2019_SynSetMine_slides.pdf" target="_blank">Slide</a>
</p>
<p><b><a href="https://arxiv.org/abs/1812.10604">Cross-relation Cross-bag Attention for Distantly-supervised Relation Extraction</a></b><br>
Yujin Yuan, Liyuan Liu, Siliang Tang, Zhongfei Zhang, Yueting Zhuang, Fei Wu, Xiang Ren. <i>AAAI 2019.</i><br>
<a class="button pub" href="https://github.com/yuanyu255/PCNN_C2SA" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/abs/1804.09931">Integrating Local Context and Global Cohesiveness for Open Information Extraction</a></b><br>
Qi Zhu, Xiang Ren, Jingbo Shang, Yu Zhang, Ahmed El-Kishky, Jiawei Han. <i>WSDM 2019.</i><br>
<a class="button pub" href="https://gentlezhu.github.io/ReMine/" target="_blank">Project</a>
<a class="button pub" href="https://github.com/GentleZhu/ReMine" target="_blank">Github</a>
(<font color="red"><a class="button pub" href="www18_poster.pdf" target="_blank">Short version</a> got Best Poster Award runner-up at WWW'18</font>)
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2018</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="https://arxiv.org/abs/1806.08804" target="_blank">Hierarchical Graph Representation Learning with Differentiable Pooling</a></b><br>
Rex Ying, Jiaxuan You, Christopher Morris, Xiang Ren, William L. Hamilton, Jure Leskovec. <i>NIPS 2018</i>.<br/>
<a class="button pub" href="https://arxiv.org/abs/1806.08804" target="_blank">ArXiv</a>
<a class="button pub" href="https://github.com/RexYing/graph-pooling" target="_blank">Github</a><br/>
(Spotlight paper; Short version got spotlighted on KDD'18 Deep Learning Day)<br/>
</p>
<p><b><a href="#" target="_blank">Neural Adaptation Layers for Cross-domain Named Entity Recognition</a></b><br>
Bill Yuchen Lin and Wei Lu . <i>EMNLP 2018.</i><br>
</p>
<p><b><a href="papers/emnlp19_extra.pdf" target="_blank">ExtRA: Extracting Prominent Review Aspects from Customer Feedback.</a></b><br>
Zhiyi Luo, Shanshan Huang, Frank F. Xu, Bill Yuchen Lin, Hanyuan Shi and Kenny Q. Zhu. <i>EMNLP 2018.</i><br>
</p>
<p><b><a href="https://arxiv.org/abs/1804.07827" target="_blank">Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling</a></b><br>
Lucas Liu, Xiang Ren, Jingbo Shang, Jian Peng, Jiawei Han. <i>EMNLP 2018.</i> <br>
<a class="button pub" href="https://liyuanlucasliu.github.io/LD-Net/" target="_blank">Blog</a>
<a class="button pub" href="https://github.com/LiyuanLucasLiu/LD-Net" target="_blank">Github</a><br/>
</p>
<p><b><a href="https://shangjingbo1226.github.io/AutoNER/paper/AutoNER.pdf" target="_blank">Learning Named Entity Tagger using Domain-Specific Dictionary</a></b><br>
Jingbo Shang, Lucas Liu, Xiaotao Gu, Xiang Ren, Teng Ren, Jiawei Han. <i>EMNLP 2018.</i><br>
<a class="button pub" href="https://shangjingbo1226.github.io/AutoNER/" target="_blank">Blog</a>
<a class="button pub" href="https://github.com/shangjingbo1226/AutoNER" target="_blank">Github</a><br/>
</p>
<p><b><a href="https://arxiv.org/abs/1802.08773" target="_blank">GraphRNN: Generating Realistic Graphs with Deep Auto-regressive Model</a></b><br>
Rex Ying, Jiaxuan You, Xiang Ren, William L. Hamilton, Jure Leskovec. <i>ICML 2018</i>.<br/>
<a class="button pub" href="https://arxiv.org/abs/1802.08773" target="_blank">ArXiv</a>
<a class="button pub" href="https://github.com/JiaxuanYou/graph-generation" target="_blank">Github</a>
<br/>
</p>
<p><b><a href="papers/acl18_socvec.pdf" target="_blank">Mining Cross-Cultural Differences and Similarities in Social Media</a></b><br>
Bill Yuchen Lin, Frank F. Xu, Kenny Q. Zhu and Seung-won Hwang. <i>ACL 2018</i>.<br>
</p>
<p><b><a href="papers/acl18_locatednear.pdf" target="_blank">Automatic Extraction of Commonsense LocatedNear Knowledge</a></b><br>
Frank F. Xu, Bill Yuchen Lin and Kenny Q. Zhu . <i>ACL 2018</i>.
</p>
<p><b><a href="https://arxiv.org/abs/1805.04044" target="_blank">End-to-End Reinforcement Learning for Automatic Taxonomy Induction</a></b><br>
Yuning Mao, Xiang Ren, Jiaming Shen, Xiaotao Gu, Jiawei Han. <i>ACL 2018</i>.<br>
<a class="button pub" href="https://github.com/morningmoni/TaxoRL" target="_blank">Github</a>
</p>
<p><b><a href="http://chaozhang.org/files/papers/kdd18b.pdf" target="_blank">HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion</a></b><br>
Jiaming Shen, Zeqiu Wu, Dongming Lei, Chao Zhang, Xiang Ren, Michelle T. Vanni, Brian M. Sadler, Jiawei Han. <i>KDD 2018</i>.<br> </p>
<p><b><a href="https://arxiv.org/abs/1711.03226" target="_blank">Weakly-supervised Relation Extraction by Pattern-enhanced Embedding Learning</a></b><br>
Meng Qu, Xiang Ren, Yu Zhang, Jiawei Han. <i>WWW 2018</i>.<br>
<a class="button pub" href="https://github.com/mnqu/REPEL" target="_blank">Github</a>
</p>
<p><b><a href="#" target="_blank">Fast and Accurate Random Walk with Restart on Dynamic Graphs with Guarantees</a></b><br>
Minji Yoon, Woojeong Jin, and U Kang. <i>WWW 2018</i>. <br/>
<a class="button pub" href="https://datalab.snu.ac.kr/osp/" target="_blank">Blog</a>
</p>
<p><b><a href="www18_poster.pdf" target="_blank">Open Information Extraction with Global Structure Constraints</a></b><br>
Qi Zhu, Xiang Ren, Jingbo Shang, Yu Zhang, Frank Xu, Jiawei Han. <i>WWW 2018</i>. (Poster Paper)<br>
(<b>Best Poster Award runner-up</b>)</font><br>
</p>
<p><b><a href="https://arxiv.org/abs/1710.11169" target="_blank">Indirect Supervision for Relation Extraction using Question-Answer Pairs</a></b><br>
Ellen Wu, Xiang Ren, Frank Xu, Ji Li, Jiawei Han. <i>WSDM 2018</i>.<br/>
<a class="button pub" href="https://github.com/shanzhenren/ReQuest" target="_blank">Github</a> <a class="button pub" href="https://ellenmellon.github.io/ReQuest/" target="_blank">Blog</a>
</p>
<p><b><a href="https://arxiv.org/abs/1709.04109" target="_blank">Empower Sequence Labeling with Task-Aware Neural Language Model</a></b><br>
Lucas Liu, Jingbo Shang, Xiang Ren, Frank Xu, Huan Gui, Jian Peng, Jiawei Han. <i>AAAI 2018</i>.<br/>
<a class="button pub" href="https://github.com/LiyuanLucasLiu/LM-LSTM-CRF" target="_blank">Github</a> <a class="button pub" href="https://liyuanlucasliu.github.io/LM-LSTM-CRF/" target="_blank">Blog</a> <a class="button pub"href="http://lm-lstm-crf.readthedocs.io/en/latest/" target="_blank">Documents</a>
</p>
<p><b><a href="DynamicTriad.pdf" target="_blank">Dynamic Network Embedding by Modeling Triadic Closure Process</a></b><br>
Lekui Zhou, Yang Yang, Xiang Ren, Fei Wu, Yueting Zhuang. <i>AAAI 2018</i>.<br/>
<a class="button pub" href="https://github.com/luckiezhou/DynamicTriad" target="_blank">Github</a>
<a class="button pub" href="https://luckiezhou.github.io/DynamicTriad/" target="_blank">Blog</a>
</p>
<p><b><a href="" target="_blank">Open-Schema Event Profiling for Massive News Corpora</a></b><br>
Quan Yuan, Xiang Ren, Wenqi He, Chao Zhang, Xinhe Geng, Lifu Huang, Heng Ji, Chin-Yew Lin, and Jiawei Han. <i>CIKM 2018</i>.
</p>
<p><b><a href="https://arxiv.org/abs/1702.04457" target="_blank">Automated Phrase Mining from Massive Text Corpora</a></b><br>
Jingbo Shang, Jialu Liu, Meng Jiang, Xiang Ren, Clare R Voss, Jiawei Han. <i>TKDE 2018</i>.<br/>
<a class="button pub" href="https://github.com/shangjingbo1226/AutoPhrase" target="_blank">Github</a>
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2017</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="papers/emnlp17_mcblstmcrf.pdf" target="_blank">Multi-channel BiLSTM-CRF Model for Emerging Named Entity Recognition in Social Media</a></b><br>
Bill Y. Lin, Frank F. Xu, Zhiyi Luo and Kenny Q. Zhu. <i>EMNLP 2017</i>. <br>
(Workshop on Noisy User-generated Text)
</p>
<p><b><a href="https://arxiv.org/abs/1707.00166" target="_blank">Heterogeneous Supervision for Relation Extraction: A Representation Learning Approach</a></b><br>
Liyuan Liu*, Xiang Ren*, Qi Zhu, Shi Zhi, Huan Gui, Heng Ji, Jiawei Han. <i>EMNLP 2017</i>. <br>
<a class="button pub" href="https://github.com/LiyuanLucasLiu/ReHession" target="_blank">Github</a>
<a class="button pub" href="https://liyuanlucasliu.github.io/ReHession/" target="_blank">Project</a>
</p>
<p><b><a href="acl2017_camera ready.pdf" target="_blank">Life-iNet: A Structured Network-Based Knowledge Exploration and Analytics System for Life Sciences</a></b><br>
Xiang Ren, J. Shen, M. Qu, X. Wang, Z. Wu, Q. Zhu, M. Jiang, F. Tao, S. Sinha, D. Liem, P. Ping, R. Weinshilboum, J. Han. <i>ACL 2017</i>. (System demo)
</p>
<p><b><a href="https://arxiv.org/pdf/1706.08186.pdf" target="_blank">Automatic Synonym Discovery with Knowledge Bases</a></b><br>
Meng Qu, Xiang Ren, Jiawei Han. <i>KDD 2017</i>.<br>
<a class="button pub" href="https://github.com/mnqu/DPE" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/pdf/1703.04213.pdf" target="_blank"> MetaPAD: Meta Patten Discovery from Massive Text Corpora</a></b><br>
Meng Jiang, Jingbo Shang, Taylor Cassidy, Xiang Ren, Lance Kaplan, Timothy Hanratty, Jiawei Han. <i>KDD 2017</i>.<br>
<a class="button pub" href="https://github.com/mjiang89/MetaPAD" target="_blank">Github</a>
</p>
<p><b><a href="https://arxiv.org/pdf/1610.08763.pdf" target="_blank">CoType: Joint Extraction of Typed Entities and Relations with Knowledge Bases</a></b><br>
Xiang Ren, Zeqiu Wu, Wenqi He, Meng Qu, Clare R. Voss, Heng Ji, Tarek F. Abdelzaher, Jiawei Han. <i>WWW 2017</i>.<br>
<a class="button pub" href="https://github.com/shanzhenren/CoType" target="_blank">Github</a><br>
(<b>short version got in SIGMOD 2017 Research Competition finalist</b>)</font><br>
</p>
<p><b><a href="17-cda.pdf" target="_blank">Comparative Document Analysis for Large Text Corpora</a></b><br>
Xiang Ren, Yuanhua Lv, Kuansan Wang, Jiawei Han. <i>WSDM 2017</i>.
</p>
<p><b><a href="https://arxiv.org/abs/1709.06636" target="_blank">An Attention-based Collaboration Framework for Multi-View Network Representation Learning</a></b><br>
Meng Qu, Jian Tang, Jingbo Shang, Xiang Ren, Ming Zhang, Jiawei Han. <i>CIKM 2017</i>.
</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2016</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="#" target="_blank">Cross-region traffic prediction for China on OpenStreetMap</a></b><br>
Frank F. Xu, Bill Y. Lin, Qi Lu, Yifei Huang and Kenny Q. Zhu . <i>SIGSPATIAL 2016</i>.</p>
<p><b><a href="#" target="_blank">Personalized Ranking in Signed Networks using Signed Random Walk with Restart</a></b><br>
Jinhong Jung, Woojeong Jin, Lee Sael, and U Kang. <i>ICDM 2016</i>. <br>
<a class="button pub" href="https://datalab.snu.ac.kr/srwr/" target="_blank">Blog</a></p>
<p><b><a href="16-AFET.pdf" target="_blank">AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding</a></b><br>
Xiang Ren*, Wenqi He*, Meng Qu, Lifu Huang, Heng Ji, Jiawei Han. <i>EMNLP 2016</i>. <br>
<a class="button pub" href="https://github.com/shanzhenren/AFET" target="_blank">Github</a>
<a class="button pub" href="AFET-emnlp.pdf" target="_blank">Slides</a> *Equal contribution</p>
<p><b><a href="kdd16-LNR.pdf" target="_blank">Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding</a></b><br>
Xiang Ren*, Wenqi He*, Meng Qu, Heng Ji, Clare R. Voss, Jiawei Han. <i>KDD 2016</i>.<br>
<a class="button pub" href="https://github.com/shanzhenren/PLE" target="_blank">Github</a>
<a class="button pub" href="http://www.kdd.org/kdd2016/subtopic/view/label-noise-reduction-in-entity-typing-by-heterogeneous-partial-label-embed" target="_blank">Video</a></p>
<p><b><a href="16-kdd-mlg.pdf" target="_blank">Entity Typing: A Critical Step for Mining Structures from Massive Unstructured Text</a></b><br>
Xiang Ren, Wenqi He, Ahmed El-Kishky, Clare R. Voss, Heng Ji, Meng Qu, Jiawei Han. <i>KDD-MLG 2016</i>. (Invited Paper)</p>
<p><b><a href="cikm16-profile.pdf" target="_blank">FacetGist: Collective Extraction of Document Facets in Large Technical Corpora</a></b><br>
Tarique A. Siddiqui*, Xiang Ren*, Aditya Parameswaran, Jiawei Han. <i>CIKM 2016.</i></p>
<p><b><a href="http://jialu.cs.illinois.edu/paper/www2016-liu.pdf" target="_blank">Representing Documents via Latent Keyphrase Inference</a></b><br>
Jialu Liu, Xiang Ren, Jingbo Shang, Taylor Cassidy, Clare R. Voss, Jiawei Han. <i>WWW 2016</i>.
<br>
<a class="button pub" href="https://github.com/remenberl/Latent-Keyphrase-Inference" target="_blank">Github</a>
</p>
<p><b><a href="http://jmlr.org/proceedings/papers/v51/wang16a.pdf" target="_blank">Precision Matrix Estimation in High Dimensional Gaussian Graphical Models with Faster Rates</a></b><br>
Lingxiao Wang, Xiang Ren, Quanquan Gu. <i>AISTATS 2016</i>.</p>
<p><b><a href="http://nlp.cs.rpi.edu/paper/eventdemo2016.pdf" target="_blank">Cross-media Event Extraction and Recommendation</a></b><br>
Di Lu, Clare R. Voss, Fangbo Tao, Xiang Ren, Rachel Guan, Rostyslav Korolov, Tongtao Zhang, Dongang Wang, Hongzhi Li, Taylor Cassidy, Heng Ji, Shih-Fu Chang, Jiawei Han, William Wallace, James Hendler, Mei Si and Lance Kaplan. <i>NAACL 2016</i>.<br>
<a class="button pub" href="http://nlp.cs.rpi.edu/multimedia/event/navigation_dark.html" target="_blank">Demo System</a> </br\></p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2015</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="fp611-ren.pdf" target="_blank">ClusType: Effective Entity Recognition and Typing by Relation Phrase-Based Clustering</a></b><br>
Xiang Ren, A. El-Kishky, C. Wang, F. Tao, C. R. Voss, H. Ji, J. Han. <i>KDD 2015</i>. <br>
<a class="button pub" href="http://shanzhenren.github.io/ClusType" target="_blank">Github</a>
<a class="button pub" href="KDD15-ClusType_v3.pdf" target="_blank">Slides</a>
<a class="button pub" href="https://www.youtube.com/watch?v=19eZJ2rFGcE" target="_blank">Video</a><br>
(<b>presented as major part of ACL 2016 keynote speech</b>)</font><br>
</p>
<p><b><a href="indus02-ren.pdf" target="_blank">Synonym Discovery for Structured Entities on Heterogeneous Graphs</a></b><br>
Xiang Ren, Tao Cheng. <i>WWW 2015</i>.</p>
<p><b><a href="modf626-liuA.pdf" target="_blank">Mining Quality Phrases from Massive Text Corpora</a></b><br>
Jialu Liu, Jingbo Shang, Chi Wang, Xiang Ren, Jiawei Han. <i>SIGMOD 2015</i>.<br>
<a class="button pub" href="https://github.com/shangjingbo1226/SegPhrase" target="_blank">Software</a><br>
(<a href="https://www.yelp.com/dataset_challenge" target="_blank">Grand prize winner of Yelp Data Challenge</a>) (<a href="http://engineering.tripadvisor.com/using-nlp-to-find-interesting-collections-of-hotels/" target="_blank">Highlighted by TripAdvisor</a>)</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2014</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="http://hanj.cs.illinois.edu/pdf/kdd14_xren.pdf" target="_blank">ClusCite: Effective Citation Recommendation by Information Network-Based Clustering</a></b><br>
Xiang Ren, J. Liu, X. Yu, U. Khandelwal, Q. Gu, L. Wang, and J. Han. <i>KDD 2014</i>.<br>
<a class="button pub" href="http://ink-ron.usc.edu/xiangren/cluscite.zip" target="_blank">code</a>
<a class="button pub" href="http://ink-ron.usc.edu/xiangren/ClusCite_slides.pdf" target="_blank">slides</a>
<a class="button pub" href="https://github.com/shanzhenren2/PubMed_subset" target="_blank">PubMed Data</a>
<a class="button pub" href="http://arnetminer.org/citation" target="_blank">DBLP Data</a> </p>
<p><b><a href="http://hanj.cs.illinois.edu/pdf/wsdm14_xren.pdf" target="_blank">Heterogeneous Graph-Based Intent Learning from Queries, Web Pages and Wikipedia Concepts</a></b><br>
Xiang Ren, Yujing Wang, Xiao Yu, Jun Yan, Zheng Chen, Jiawei Han. <i>WSDM 2014</i>.<br>
<a class="button pub" href="http://ink-ron.usc.edu/xiangren/wsdm88_talk.pdf" target="_blank">slides</a> <br>*Intern work at Machine Learning Group, Microsoft Research Asia.</p>
<p><b><a href="http://hanj.cs.illinois.edu/pdf/wsdm14_xyu.pdf" target="_blank">Personalized Entity Recommendation: A Heterogeneous Information Network Approach</a></b><br>
X. Yu, <u>X. Ren</u>, Y. Sun, Q. Gu, B. Sturt, U. Khandelwal, B. Norick, and J. Han. <i>WSDM 2014</i>.<br>
<a class="button pub" href="wsdm450_talk.pdf" target="_blank">slides</a> <br>
(<b>most cited paper in WSDM'14</b>)
</p>
<p><b><a href="http://marinadanilevsky.com/wp-content/uploads/2013/05/SDM14_paper502.pdf" target="_blank">Automatic Construction and Ranking of Topical Keyphrases on Collections of Short Documents</a></b><br>
Marina Danilevsky, Chi Wang, Nihit Desai, Xiang Ren, Jingyi Guo, and Jiawei Han. <i>SDM 2014</i>.</p>
<p><b><a href="http://nlp.cs.rpi.edu/paper/sigmod14.pdf" target="_blank">NewsNetExplorer: Automatic Construction and Exploration of News Information Networks</a></b><br>
Fangbo Tao, Jiawei Han, Heng Ji, George Brova,Chi Wang, Ahmed El-Kishky, Jialu Liu, Xiang Ren, Yizhou Sun. <i>SIGMOD 2014.</i> (System Demo)</p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2013</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="http://ink-ron.usc.edu/xiangren/ladmws_ijcv.pdf" target="_blank">Linearized Alternating Direction Method with Adaptive Penalty and Warm Starts for Fast Solving Transform Invariant Low-Rank Textures</a></b><br>
Xiang Ren, Zhouchen Lin. <i>IJCV 2013</i>. <br>
<a class="button pub" href="http:/ink-ron.usc.edu/xiangren/ladmap+ws_v1.01.zip">code</a><br>
(Influence Factor: <b>4.270</b>) *Intern work at Microsoft Asia </p>
<p><b><a href="http://hanj.cs.illinois.edu/pdf/icdm13_hkim.pdf" target="_blank">Semantic Frame-Based Document Representation for Comparable Corpora</a></b><br>
Hyungsul Kim, Xiang Ren, Yizhou Sun, Chi Wang, and Jiawei Han. <i>ICDM 2013</i>.<br>
<a class="button pub" href="icdm2013-synrank.pdf" target="_blank">slides</a></p>
<p><b><a href="http://hanj.cs.illinois.edu/pdf/recsys13_xyu.pdf" target="_blank">HeteRec: Entity Recommendation in Heterogeneous Information Networks with Implicit User Feedback</a></b><br>
X. Yu, <u>X. Ren</u>, Y. Sun, B. Sturt, U. Khandelwal, Q. Gu, B. Norick, and J. Han. <i>RecSys 2013</i>.</p>
<p><b><a href="ijcai_HINA2013.pdf" target="_blank">Collaborative Filtering with Entity Similarity Regularization in Heterogeneous Information Networks</a></b><br>
Xiao Yu, Xiang Ren, Quanquan Gu, Yizhou Sun and Jiawei Han. <i>IJCAI-HINA 2013</i>. <br>
<a class="button pub" href="http://ink-ron.usc.edu/xiangren/ijcai13_HINA.pdf" target="_blank">slides</a></p>
</ul>
</div>
</div>
<div class="inner">
<div class="content">
<h3>2012</h3>
<ul style="font-size:16px; line-height:25px">
<p><b><a href="recover_low-rank_texture_final.pdf" target="_blank">Repairing Sparse Low Rank Texture</a></b><br>
Xiao Liang, Xiang Ren, Zhengdong Zhang and Yi Ma. <i>ECCV 2012</i>.<br>
*Intern work at Microsoft Asia</p>
<p><b><a href="1240.pdf" target="_blank">A Non-convex Relaxation Approach to Sparse Dictionary Learning</a></b><br>
Jianping Shi*, Xiang Ren*, Guang Dai, Jingdong Wang and Zhihua Zhang. <i>CVPR 2012</i>. <br>
<a class="button pub" href="cvpr11noncovex_slides.pdf" target="_blank">slides</a> *Equal contribution </p>
</ul>
</div>
</div>
</section>
<!-- Three -->
<!-- <section id="three">
<div class="inner">
<article>
<div class="content">
<span class="icon fa-laptop"></span>
<header>
<h3>Tempus Feugiat</h3>
</header>
<p>Morbi interdum mollis sapien. Sed ac risus. Phasellus lacinia, magna lorem ullamcorper laoreet, lectus arcu.</p>
<ul class="actions">
<li><a href="#" class="button alt">Learn More</a></li>
</ul>
</div>
</article>
<article>
<div class="content">
<span class="icon fa-diamond"></span>
<header>
<h3>Aliquam Nulla</h3>
</header>
<p>Ut convallis, sem sit amet interdum consectetuer, odio augue aliquam leo, nec dapibus tortor nibh sed.</p>
<ul class="actions">
<li><a href="#" class="button alt">Learn More</a></li>
</ul>
</div>
</article>
<article>
<div class="content">
<span class="icon fa-laptop"></span>
<header>
<h3>Sed Magna</h3>
</header>
<p>Suspendisse mauris. Fusce accumsan mollis eros. Pellentesque a diam sit amet mi ullamcorper vehicula.</p>
<ul class="actions">
<li><a href="#" class="button alt">Learn More</a></li>
</ul>
</div>
</article>
</div>
</section> -->
<!-- Footer -->
<section id="footer" >
<div class="inner" style="padding: 0 0 0 0;">
<div class="copyright" style="height: 0pt;" style="padding: 0 0 0 0;">
<div class="row" style="padding: 0 0 0 0;">
<div class="col-md-6 col-sm-6" style="padding: 0 0 0 0;">
<p class="small-text" style="color:white"> Copyright 2022 ©. INK Lab @ USC/ISI</p>
</div> <!-- /.col-md-6 -->
</div> <!-- /.row -->
</div> <!-- /.copyright -->
</div> <!-- /.container -->
</div>
</section>
<!-- Scripts -->
<script src="assets/js/jquery.min.js"></script>
<script src="assets/js/skel.min.js"></script>
<script src="assets/js/util.js"></script>
<script src="assets/js/main.js"></script>
<script src="https://cdn.jsdelivr.net/npm/vue/dist/vue.js"></script>
</body>
</html>