ClawEnvKit: Automatic Environment Generation for Claw-Like Agents
Paper • 2604.18543 • Published • 30
AstroAI
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Near-Future Policy Optimization
Paper • 2604.20733 • Published • 77 -
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
Paper • 2604.20987 • Published • 21 -
PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering
Paper • 2602.23161 • Published -
Hybrid Policy Distillation for LLMs
Paper • 2604.20244 • Published • 13 -
ClawGym: A Scalable Framework for Building Effective Claw Agents
Paper • 2604.26904 • Published • 50 -
Heterogeneous Scientific Foundation Model Collaboration
Paper • 2604.27351 • Published • 217 -
ARIS: Autonomous Research via Adversarial Multi-Agent Collaboration
Paper • 2605.03042 • Published • 120 -
Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning
Paper • 2605.06130 • Published • 110 -
SkillOS: Learning Skill Curation for Self-Evolving Agents
Paper • 2605.06614 • Published • 45 -
MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning
Paper • 2605.13037 • Published • 8 -
NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation
Paper • 2605.10813 • Published • 16 -
Self-Distilled Agentic Reinforcement Learning
Paper • 2605.15155 • Published • 110 -
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation
Paper • 2605.10912 • Published • 45 -
Orchard: An Open-Source Agentic Modeling Framework
Paper • 2605.15040 • Published • 19 -
Nexus : An Agentic Framework for Time Series Forecasting
Paper • 2605.14389 • Published • 6 -
Code as Agent Harness
Paper • 2605.18747 • Published • 207 -
AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration
Paper • 2605.20025 • Published • 182 -
Toto 2.0: Time Series Forecasting Enters the Scaling Era
Paper • 2605.20119 • Published • 37 -
π-Bench: Evaluating Proactive Personal Assistant Agents in Long-Horizon Workflows
Paper • 2605.14678 • Published • 100 -
SkillOpt: Executive Strategy for Self-Evolving Agent Skills
Paper • 2605.23904 • Published • 182 -
SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research
Paper • 2605.22878 • Published • 51 -
Efficient Agentic Reinforcement Learning with On-Policy Intrinsic Knowledge Boundary Enhancement
Paper • 2605.26952 • Published • 11