T1: Terminal Agent Reinforcement Learning for Long-Horizon Tasks Paper • 2609.11042 • Published Sep 10 • 65
PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents Paper • 2609.06702 • Published Sep 6 • 26
DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Paper • 2607.07820 • Published Jul 8 • 95
Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration Paper • 2604.18131 • Published Apr 20 • 11
FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention Paper • 2606.09079 • Published Jun 8 • 69
Training LLM Agents for Spontaneous, Reward-Free Self-Evolution via World Knowledge Exploration Paper • 2604.18131 • Published Apr 20 • 11
AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration Paper • 2602.03786 • Published Feb 3 • 90
QwenLong-L1.5: Post-Training Recipe for Long-Context Reasoning and Memory Management Paper • 2512.12967 • Published Dec 15, 2025 • 113
Improving LLMs' Generalized Reasoning Abilities by Graph Problems Paper • 2507.17168 • Published Jul 23, 2025 • 1