OmniTacTune: Policy-Agnostic Real-World RL for Tactile Residual Adaptation of Visual Policies Paper • 2607.03723 • Published Jul 4 • 5
Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling Paper • 2606.03102 • Published Jun 2 • 14
Share More, Search Less: Collaborative Parallel Thinking for Efficient Test-Time Scaling Paper • 2605.27030 • Published May 26 • 32
Model-Adaptive Tool Necessity Reveals the Knowing-Doing Gap in LLM Tool Use Paper • 2605.14038 • Published May 13 • 15
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents Paper • 2605.13941 • Published May 13 • 24
G-Zero: Self-Play for Open-Ended Generation from Zero Data Paper • 2605.09959 • Published May 11 • 17
DeltaRubric: Generative Multimodal Reward Modeling via Joint Planning and Verification Paper • 2605.09269 • Published May 10 • 6
Reinforcing Multimodal Reasoning Against Visual Degradation Paper • 2605.09262 • Published May 10 • 7
LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling Paper • 2605.08083 • Published May 8 • 70
On Time, Within Budget: Constraint-Driven Online Resource Allocation for Agentic Workflows Paper • 2605.06110 • Published May 7 • 17
Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration Paper • 2605.05566 • Published May 7 • 38
MetaClaw: Just Talk -- An Agent That Meta-Learns and Evolves in the Wild Paper • 2603.17187 • Published Mar 17 • 141
OPE: Overcoming Information Saturation in Parallel Thinking via Outline-Guided Path Exploration Paper • 2602.08344 • Published Feb 9 • 5
SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning Paper • 2602.08234 • Published Feb 9 • 76
Training Data Efficiency in Multimodal Process Reward Models Paper • 2602.04145 • Published Feb 4 • 80
CoBA-RL: Capability-Oriented Budget Allocation for Reinforcement Learning in LLMs Paper • 2602.03048 • Published Feb 3 • 32
Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation Paper • 2602.03619 • Published Feb 3 • 28
Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing Paper • 2602.03845 • Published Feb 3 • 27