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@@ -4,7 +4,7 @@ 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)
 
@@ -12,7 +12,7 @@ Collection of papers/repos on state-space models.
 
 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)
 
@@ -20,7 +20,7 @@ Collection of papers/repos on state-space models.
 
 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)