#robustness2 articles

2 articles

AIBullisharXiv – CS AI · 4h ago9

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Training Generalizable Collaborative Agents via Strategic Risk Aversion

Researchers developed a new multi-agent reinforcement learning algorithm that uses strategic risk aversion to create AI agents that can reliably collaborate with unseen partners. The approach addresses the problem of brittle AI collaboration systems that fail when working with new partners by incorporating robustness against behavioral deviations.

AINeutralarXiv – CS AI · 4h ago0

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Resilient Strategies for Stochastic Systems: How Much Does It Take to Break a Winning Strategy?

Researchers introduce resilient strategies for stochastic systems, focusing on decision-making that remains robust against disturbances that could flip agent decisions. The work presents fundamental problems for Markov decision processes with reachability and safety objectives, extending to stochastic games with various disturbance aggregation methods.