Update README.md

README.md

@@ -4,23 +4,23 @@ Collection of papers/repos on state-space models.
 
 ## ICLR 2025 submissions
 
-1. Autocorrelation Matters: Understanding the Role of Initialization Schemes for State Space Models (https://openreview.net/forum?id=sZJNkorXMk)
+1. Autocorrelation Matters: Understanding the Role of Initialization Schemes for State Space Models (https://openreview.net/forum?id=sZJNkorXMk) [Arxiv](https://arxiv.org/abs/2411.19455)
 
 2. HOPE for a Robust Parameterization of Long-memory State Space Models (https://openreview.net/forum?id=RZwtbg3qYD) [Arxiv](https://arxiv.org/abs/2405.13975)
 
 3. Tuning Frequency Bias of State Space Models (https://openreview.net/forum?id=wkHcXDv7cv) [Arxiv](https://arxiv.org/abs/2410.02035)
 
 4. Demystifying the Token Dynamics of Deep Selective State Space Models (https://openreview.net/forum?id=qtTIP5Gjc5) [Arxiv](https://arxiv.org/abs/2410.03292)
 
-5. Gated Delta Networks: Improving Mamba2 with Delta Rule (https://openreview.net/forum?id=r8H7xhYPwz)
+5. Gated Delta Networks: Improving Mamba2 with Delta Rule (https://openreview.net/forum?id=r8H7xhYPwz) [Arxiv](https://arxiv.org/abs/2412.06464)
 
 6. Quantifying Memory Utilization with Effective State-Size (https://openreview.net/forum?id=DHVjLvSps6)
 
 7. Forgetting Transformer: Softmax Attention with a Forget Gate (https://openreview.net/forum?id=q2Lnyegkr8)
 
 8. S7: Selective and Simplified State Space Layers for Sequence Modeling (https://openreview.net/forum?id=4wtcXV0kbi) [Arxiv](https://arxiv.org/abs/2410.03464)
 
-9. Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues (https://openreview.net/forum?id=UvTo3tVBk2)
+9. Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues (https://openreview.net/forum?id=UvTo3tVBk2) [Arxiv](https://arxiv.org/abs/2411.12537)
 
 10. Understanding Bottlenecks of State Space Models through the Lens of Recency and Over-smoothing (https://openreview.net/forum?id=pymXpl4qvi)