ClawEnvKit: Automatic Environment Generation for Claw-Like Agents Paper • 2604.18543 • Published Apr 20 • 30
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks Paper • 2604.20987 • Published Apr 22 • 21
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering Paper • 2602.23161 • Published Feb 26
ClawGym: A Scalable Framework for Building Effective Claw Agents Paper • 2604.26904 • Published 30 days ago • 50
Heterogeneous Scientific Foundation Model Collaboration Paper • 2604.27351 • Published 29 days ago • 217
ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration Paper • 2605.03042 • Published 25 days ago • 122
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning Paper • 2605.06130 • Published 22 days ago • 111
SkillOS: Learning Skill Curation for Self-Evolving Agents Paper • 2605.06614 • Published 22 days ago • 46
MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning Paper • 2605.13037 • Published 16 days ago • 8
NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation Paper • 2605.10813 • Published 18 days ago • 16
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation Paper • 2605.10912 • Published 18 days ago • 46
Nexus : An Agentic Framework for Time Series Forecasting Paper • 2605.14389 • Published 15 days ago • 6
AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration Paper • 2605.20025 • Published 10 days ago • 184
Toto 2.0: Time Series Forecasting Enters the Scaling Era Paper • 2605.20119 • Published 10 days ago • 38
π-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows Paper • 2605.14678 • Published 10 days ago • 102
SkillOpt: Executive Strategy for Self-Evolving Agent Skills Paper • 2605.23904 • Published 7 days ago • 187
SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research Paper • 2605.22878 • Published 9 days ago • 55
Efficient Agentic Reinforcement Learning with On-Policy Intrinsic Knowledge Boundary Enhancement Paper • 2605.26952 • Published 3 days ago • 12