Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Paper • 2607.26627 • Published 12 days ago • 7
LongStraw: Long-Context RL Beyond 2M Tokens under a Fixed GPU Budget Paper • 2607.14952 • Published 25 days ago • 211
Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning Paper • 2607.12395 • Published 27 days ago • 100
Imaginative Perception Tokens Enhance Spatial Reasoning in Multimodal Language Models Paper • 2606.03988 • Published Jun 3 • 126
LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning Paper • 2605.22012 • Published May 21 • 46
DelTA: Discriminative Token Credit Assignment for Reinforcement Learning from Verifiable Rewards Paper • 2605.21467 • Published May 20 • 207
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution Paper • 2605.18401 • Published May 18 • 131
CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence Paper • 2605.12882 • Published May 13 • 274
Themis: Training Robust Multilingual Code Reward Models for Flexible Multi-Criteria Scoring Paper • 2605.00754 • Published May 1 • 3
CityRAG: Stepping Into a City via Spatially-Grounded Video Generation Paper • 2604.19741 • Published Apr 21 • 18
Adam's Law: Textual Frequency Law on Large Language Models Paper • 2604.02176 • Published Apr 2 • 510
GrandCode: Achieving Grandmaster Level in Competitive Programming via Agentic Reinforcement Learning Paper • 2604.02721 • Published Apr 3 • 639
An Efficient Heterogeneous Co-Design for Fine-Tuning on a Single GPU Paper • 2603.16428 • Published Mar 17 • 51
FP4 Explore, BF16 Train: Diffusion Reinforcement Learning via Efficient Rollout Scaling Paper • 2604.06916 • Published Apr 8 • 34
GBQA: A Game Benchmark for Evaluating LLMs as Quality Assurance Engineers Paper • 2604.02648 • Published Apr 3 • 48
Kernel-Smith: A Unified Recipe for Evolutionary Kernel Optimization Paper • 2603.28342 • Published Mar 30 • 27