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#artificial intelligence Preprint Sep 2026

Social Laws for Multi-agent Coordination in Stochastic Environments

In multi-agent environments, coordinating agents to prevent interference and ensure robust individual performance is a critical challenge. Previous research on social laws for multi-agent systems has primarily focused on deterministic, goal-based settings. This paper extends the concept of social laws to stochastic, re...

Rolando Fernandez, Caleb Probine, Tyler Lee et al. · 0 citations
Preprint Aug 2026

Cross-Domain Hybrid OPD for Generalizable Search Agents

Recent advances in Reinforcement Learning (RL) have substantially improved the capabilities of autonomous search agents, enabling sophisticated planning, and iterative retrieval over dynamic information sources. However, optimizing language models for specialized search behaviors often incurs an alignment tax, where ga...

Hongzhan Chen, Xiaoyu Liu, Dengming Zhang et al. · 0 citations

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