Idea2Story: An Automated Pipeline for Transforming Research Concepts into Complete Scientific Narratives Paper • 2601.20833 • Published 2 days ago • 112
EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines Paper • 2601.09465 • Published 16 days ago • 40
Controlled Self-Evolution for Algorithmic Code Optimization Paper • 2601.07348 • Published 18 days ago • 113
KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions Paper • 2601.04745 • Published 22 days ago • 57
FinVault: Benchmarking Financial Agent Safety in Execution-Grounded Environments Paper • 2601.07853 • Published 22 days ago • 9
RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction Paper • 2601.06966 • Published 19 days ago • 8
MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences Paper • 2601.06789 • Published 20 days ago • 78
Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published 19 days ago • 208 • 7
Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published 19 days ago • 208