Solvita: Enhancing Large Language Models for Competitive Programming via Agentic Evolution Paper • 2605.15301 • Published May 14 • 22
Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use Paper • 2605.14038 • Published May 13 • 15
Distilling Long-CoT Reasoning through Collaborative Step-wise Multi-Teacher Decoding Paper • 2605.02290 • Published May 4 • 42
MemEye: A Visual-Centric Evaluation Framework for Multimodal Agent Memory Paper • 2605.15128 • Published May 14 • 65
Learning from Failures: Correction-Oriented Policy Optimization with Verifiable Rewards Paper • 2605.14539 • Published May 14 • 8
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation Paper • 2605.10912 • Published May 11 • 46
Causal Forcing++: Scalable Few-Step Autoregressive Diffusion Distillation for Real-Time Interactive Video Generation Paper • 2605.15141 • Published May 14 • 96
Mem-π: Adaptive Memory through Learning When and What to Generate Paper • 2605.21463 • Published May 20 • 9
MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation Paper • 2605.27366 • Published May 26 • 30