Beyond Alignment: Value Diversity as a Collective Property in Multicultural Agent Systems Paper • 2606.05985 • Published Jun 4 • 10
GlobeAudio: A Multilingual Multicultural Benchmark for Naturalistic Evaluation of Large Audio-Language Models Paper • 2606.08194 • Published about 1 month ago • 4
What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems Paper • 2606.05304 • Published Jun 3 • 5
A Local Perturbation Theory for Cross-Domain Interference and Recovery in Multi-Domain RL Paper • 2606.02398 • Published Jun 1 • 27
Language of Thought Shapes Output Diversity in Large Language Models Paper • 2601.11227 • Published Jan 16 • 10
MoltNet: Understanding Social Behavior of AI Agents in the Agent-Native MoltBook Paper • 2602.13458 • Published Feb 13 • 1
MHSafeEval: Role-Aware Interaction-Level Evaluation of Mental Health Safety in Large Language Models Paper • 2604.17730 • Published Apr 20 • 3
The Past Is Not Past: Memory-Enhanced Dynamic Reward Shaping Paper • 2604.11297 • Published Apr 13 • 144
KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance Paper • 2604.12627 • Published Apr 14 • 102
Training Data Efficiency in Multimodal Process Reward Models Paper • 2602.04145 • Published Feb 4 • 80
Thinking with Comics: Enhancing Multimodal Reasoning through Structured Visual Storytelling Paper • 2602.02453 • Published Feb 2 • 36
PEAR: Phase Entropy Aware Reward for Efficient Reasoning Paper • 2510.08026 • Published Oct 9, 2025 • 9