When to Memorize and When to Stop: Gated Recurrent Memory for Long-Context Reasoning Paper • 2602.10560 • Published 1 day ago • 21
DLLM-Searcher: Adapting Diffusion Large Language Model for Search Agents Paper • 2602.07035 • Published 10 days ago • 27
SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning Paper • 2602.08234 • Published 4 days ago • 63
GISA: A Benchmark for General Information-Seeking Assistant Paper • 2602.08543 • Published 3 days ago • 22
LatentMem: Customizing Latent Memory for Multi-Agent Systems Paper • 2602.03036 • Published 10 days ago • 14
Mem-T: Densifying Rewards for Long-Horizon Memory Agents Paper • 2601.23014 • Published 13 days ago • 3
FS-Researcher: Test-Time Scaling for Long-Horizon Research Tasks with File-System-Based Agents Paper • 2602.01566 • Published 11 days ago • 46
MemoBrain: Executive Memory as an Agentic Brain for Reasoning Paper • 2601.08079 • Published about 1 month ago • 37
ET-Agent: Incentivizing Effective Tool-Integrated Reasoning Agent via Behavior Calibration Paper • 2601.06860 • Published Jan 11 • 16
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning Paper • 2601.04726 • Published Jan 8 • 7
SmartSearch: Process Reward-Guided Query Refinement for Search Agents Paper • 2601.04888 • Published Jan 8 • 10
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning Paper • 2601.04726 • Published Jan 8 • 7 • 4
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning Paper • 2601.04726 • Published Jan 8 • 7
Memory Matters More: Event-Centric Memory as a Logic Map for Agent Searching and Reasoning Paper • 2601.04726 • Published Jan 8 • 7
EnvScaler: Scaling Tool-Interactive Environments for LLM Agent via Programmatic Synthesis Paper • 2601.05808 • Published Jan 9 • 36
Rethinking Expert Trajectory Utilization in LLM Post-training Paper • 2512.11470 • Published Dec 12, 2025 • 9