The $\mathbf{Y}$-Combinator for LLMs: Solving Long-Context Rot with $λ$-Calculus Paper • 2603.20105 • Published 4 days ago • 27 • 6
The $\mathbf{Y}$-Combinator for LLMs: Solving Long-Context Rot with $λ$-Calculus Paper • 2603.20105 • Published 4 days ago • 27 • 6
Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening Paper • 2601.21590 • Published Jan 29 • 14 • 13
Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening Paper • 2601.21590 • Published Jan 29 • 14 • 13
State over Tokens: Characterizing the Role of Reasoning Tokens Paper • 2512.12777 • Published Dec 14, 2025 • 5 • 6
State over Tokens: Characterizing the Role of Reasoning Tokens Paper • 2512.12777 • Published Dec 14, 2025 • 5 • 6
Sharing is Caring: Efficient LM Post-Training with Collective RL Experience Sharing Paper • 2509.08721 • Published Sep 10, 2025 • 664 • 56
On-Policy RL Meets Off-Policy Experts: Harmonizing Supervised Fine-Tuning and Reinforcement Learning via Dynamic Weighting Paper • 2508.11408 • Published Aug 15, 2025 • 8 • 6
On-Policy RL Meets Off-Policy Experts: Harmonizing Supervised Fine-Tuning and Reinforcement Learning via Dynamic Weighting Paper • 2508.11408 • Published Aug 15, 2025 • 8 • 6
NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model Paper • 2508.14444 • Published Aug 20, 2025 • 46 • 3
Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens Paper • 2508.01191 • Published Aug 2, 2025 • 240 • 13
Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning Paper • 2507.16784 • Published Jul 22, 2025 • 123 • 11
Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning Paper • 2507.16784 • Published Jul 22, 2025 • 123 • 11