VESPO: Variational Sequence-Level Soft Policy Optimization for Stable Off-Policy LLM Training
Paper • 2602.10693 • Published • 220
to read
-
-
Flash-KMeans: Fast and Memory-Efficient Exact K-Means
Paper • 2603.09229 • Published • 82 -
DIVE: Scaling Diversity in Agentic Task Synthesis for Generalizable Tool Use
Paper • 2603.11076 • Published • 5 -
LongCat-Flash-Prover: Advancing Native Formal Reasoning via Agentic Tool-Integrated Reinforcement Learning
Paper • 2603.21065 • Published • 77 -
2Xplat: Two Experts Are Better Than One Generalist
Paper • 2603.21064 • Published • 25 -
Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?
Paper • 2603.24472 • Published • 56 -
The Y-Combinator for LLMs: Solving Long-Context Rot with λ-Calculus
Paper • 2603.20105 • Published • 37 -
TAPS: Task Aware Proposal Distributions for Speculative Sampling
Paper • 2603.27027 • Published • 144 -
DreamLite: A Lightweight On-Device Unified Model for Image Generation and Editing
Paper • 2603.28713 • Published • 22 -
Think Anywhere in Code Generation
Paper • 2603.29957 • Published • 25 -
Embarrassingly Simple Self-Distillation Improves Code Generation
Paper • 2604.01193 • Published • 54 -
The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook
Paper • 2604.02029 • Published • 151 -
Therefore I am. I Think
Paper • 2604.01202 • Published • 33 -
Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning
Paper • 2604.05404 • Published • 42 -
Self-Execution Simulation Improves Coding Models
Paper • 2604.03253 • Published • 35 -
RAGEN-2: Reasoning Collapse in Agentic RL
Paper • 2604.06268 • Published • 67 -
TradingAgents: Multi-Agents LLM Financial Trading Framework
Paper • 2412.20138 • Published • 78 -
Fast Byte Latent Transformer
Paper • 2605.08044 • Published • 11 -
Where Should Diffusion Enter a Language Model? Geometry-Guided Hidden-State Replacement
Paper • 2605.14368 • Published • 13 -
GRASP: Learning to Ground Social Reasoning in Multi-Person Non-Verbal Interactions
Paper • 2605.15764 • Published -
Anti-Self-Distillation for Reasoning RL via Pointwise Mutual Information
Paper • 2605.11609 • Published • 118 -
Delta Attention Residuals
Paper • 2605.18855 • Published • 6