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#markov-decision-processes News & Analysis

2 articles tagged with #markov-decision-processes. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Mar 44/105
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Robust Counterfactual Inference in Markov Decision Processes

Researchers propose a novel non-parametric method for robust counterfactual inference in Markov Decision Processes that computes tight bounds across all compatible causal models. The approach provides closed-form expressions instead of requiring exponentially complex optimization problems, making it highly efficient and scalable for real-world applications.

AINeutralarXiv – CS AI · Mar 24/106
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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.