diff --git a/2024/2024.md b/2024/2024.md
index 7547f63..7838d08 100644
--- a/2024/2024.md
+++ b/2024/2024.md
@@ -5,6 +5,7 @@
 #### 2024
 
 - [Abbas & Maksymo, 2024, Reservoir Computing Using Measurement-Controlled Quantum Dynamics](https://arxiv.org/pdf/2403.01024)
+- [Ahmed & Tennie & Magri, 2024, Prediction of chaotic dynamics and extreme events: A recurrence-free quantum reservoir computing approach](https://arxiv.org/pdf/2405.03390)
 - [Ali & Kabel, 2024, Piecewise Polynomial Tensor Network Quantum Feature Encoding](https://arxiv.org/pdf/2402.07671)
 - [Battaglia et al., 2024, A general framework for active space embedding methods: applications in quantum computing](https://arxiv.org/pdf/2404.18737)
 - [Barthe et al., 2024, Expressivity of parameterized quantum circuits for generative modeling of continuous multivariate distributions](https://arxiv.org/pdf/2402.09848)
@@ -85,6 +86,7 @@
 - [Ruiz et al., 2024, Quantum Circuit Optimization with AlphaTensor](https://arxiv.org/pdf/2402.14396)
 - [Sadhu & Sarkar & Kundu, 2024, A quantum information theoretic analysis of reinforcement learning-assisted quantum architecture search](https://arxiv.org/pdf/2404.06174)
 - [Sahin et al., 2024, Efficient Parameter Optimisation for Quantum Kernel Alignment: A Sub-sampling Approach in Variational Training](https://arxiv.org/pdf/2401.02879)
+- [Sanavio et al., 2024, Quantum Circuit for Imputation of Missing Data](https://arxiv.org/pdf/2405.04367)
 - [Schillo & Sturm, 2024, Quantum Circuit Learning on NISQ Hardware](https://arxiv.org/pdf/2405.02069)
 - [Schnaus et al., 2024, Efficient Encodings of the Travelling Salesperson Problem for Variational Quantum Algorithms](https://arxiv.org/pdf/2404.05448)
 - [Scholten et al., 2024, Assessing the Benefits and Risks of Quantum Computers](https://browse.arxiv.org/pdf/2401.16317)