Anticipate and Learn: Unleashing Idle-Time Compute in Proactive Agents Paper • 2605.25971 • Published May 25 • 16
WorldReasonBench: Human-Aligned Stress Testing of Video Generators as Future World-State Predictors Paper • 2605.10434 • Published May 11 • 29
Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning Paper • 2605.10923 • Published May 11 • 13
CVE-Factory: Scaling Expert-Level Agentic Tasks for Code Security Vulnerability Paper • 2602.03012 • Published Feb 3 • 3
CoBA-RL: Capability-Oriented Budget Allocation for Reinforcement Learning in LLMs Paper • 2602.03048 • Published Feb 3 • 32
ToolACE-MCP: Generalizing History-Aware Routing from MCP Tools to the Agent Web Paper • 2601.08276 • Published Jan 13 • 7
MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences Paper • 2601.06789 • Published Jan 11 • 82
RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction Paper • 2601.06966 • Published Jan 11 • 9
Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published Jan 11 • 215
DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle Paper • 2512.04324 • Published Dec 3, 2025 • 160
InteractComp: Evaluating Search Agents With Ambiguous Queries Paper • 2510.24668 • Published Oct 28, 2025 • 100
ReCode: Unify Plan and Action for Universal Granularity Control Paper • 2510.23564 • Published Oct 27, 2025 • 123