DR-Venus: Towards Frontier Edge-Scale Deep Research Agents with Only 10K Open Data Paper • 2604.19859 • Published Apr 21 • 53
MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching Paper • 2601.10712 • Published Jan 15 • 24
Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn LLM Agents Paper • 2510.14967 • Published Oct 16, 2025 • 34
