OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation Paper • 2606.17628 • Published Jun 16 • 29
Just-In-Time Reinforcement Learning: Continual Learning in LLM Agents Without Gradient Updates Paper • 2601.18510 • Published Jan 26 • 1
Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents Paper • 2606.06036 • Published Jun 4 • 77
EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments Paper • 2606.13681 • Published Jun 11 • 143
Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling Paper • 2604.28185 • Published Apr 30 • 92
MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome Paper • 2603.28407 • Published Mar 30 • 72
DLLM-Searcher: Adapting Diffusion Large Language Model for Search Agents Paper • 2602.07035 • Published Feb 3 • 31
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs Paper • 2601.08763 • Published Jan 13 • 151
Collaborative Multi-Agent Test-Time Reinforcement Learning for Reasoning Paper • 2601.09667 • Published Jan 14 • 92
MiroThinker: Pushing the Performance Boundaries of Open-Source Research Agents via Model, Context, and Interactive Scaling Paper • 2511.11793 • Published Nov 14, 2025 • 197
ConfTuner: Training Large Language Models to Express Their Confidence Verbally Paper • 2508.18847 • Published Aug 26, 2025 • 2
XtraGPT: LLMs for Human-AI Collaboration on Controllable Academic Paper Revision Paper • 2505.11336 • Published May 16, 2025 • 6
Efficient Inference for Large Reasoning Models: A Survey Paper • 2503.23077 • Published Mar 29, 2025 • 45
Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation Paper • 2503.19622 • Published Mar 25, 2025 • 31