EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments Paper • 2606.13681 • Published 7 days ago • 136
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published 8 days ago • 64
DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch Paper • 2606.10728 • Published 9 days ago • 33
AsyncTool: Evaluating the Asynchronous Function Calling Capability under Multi-Task Scenarios Paper • 2605.27995 • Published 22 days ago • 16
ACC: Compiling Agent Trajectories for Long-Context Training Paper • 2605.21850 • Published 28 days ago • 60
SaaSBench: Exploring the Boundaries of Coding Agents in Long-Horizon Enterprise SaaS Engineering Paper • 2605.17526 • Published May 17 • 7
VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation Paper • 2605.16079 • Published May 15 • 28
EnvFactory: Scaling Tool-Use Agents via Executable Environments Synthesis and Robust RL Paper • 2605.18703 • Published May 18 • 50
SCOPE: Structured Decomposition and Conditional Skill Orchestration for Complex Image Generation Paper • 2605.08043 • Published May 8 • 10
SkillFlow:Benchmarking Lifelong Skill Discovery and Evolution for Autonomous Agents Paper • 2604.17308 • Published Apr 19 • 23
Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning Paper • 2604.05404 • Published Apr 7 • 44
Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? Paper • 2603.24472 • Published Mar 25 • 57
VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph Paper • 2602.12735 • Published Feb 13 • 8
Secure Code Generation via Online Reinforcement Learning with Vulnerability Reward Model Paper • 2602.07422 • Published Feb 7 • 22
Internalizing Meta-Experience into Memory for Guided Reinforcement Learning in Large Language Models Paper • 2602.10224 • Published Feb 10 • 19
Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models Paper • 2602.02185 • Published Feb 2 • 118
Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models Paper • 2601.22060 • Published Jan 29 • 155
UniCorn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision Paper • 2601.03193 • Published Jan 6 • 51