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bigsnarfdude/neurips2025bestPapers.md

Created November 28, 2025 20:58
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neurips2025bestPapers.md

Best Papers (4):

Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond)

PDF: https://openreview.net/pdf?id=saDOrrnNTz

Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free

PDF: https://openreview.net/pdf?id=1b7whO4SfY

1000 Layer Networks for Self-Supervised RL: Scaling Depth Can Enable New Goal-Reaching Capabilities

PDF: https://openreview.net/pdf?id=s0JVsx3bx1

Why Diffusion Models Don't Memorize: The Role of Implicit Dynamical Regularization in Training

PDF: https://openreview.net/pdf?id=BSZqpqgqM0

Runners Up (3):

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

PDF: https://openreview.net/pdf?id=4OsgYD7em5

Optimal Mistake Bounds for Transductive Online Learning

PDF: https://openreview.net/pdf?id=EoebmBe9fG

Superposition Yields Robust Neural Scaling

PDF: https://openreview.net/pdf?id=knPz7gtjPW

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