{"product_id":"9783658504946","title":"Advanced Automation for Comprehensible Causal Explanations of Reinforcement Learning Agents","description":"\u003ch1\u003eAdvanced Automation for Comprehensible Causal Explanations of Reinforcement Learning Agents\u003c\/h1\u003e \u003ch2\u003eMilani, Rudy\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cdiv data-olk-copy-source=\"MailCompose\"\u003eThis thesis introduces Auto-BENEDICT, a novel, fully automated methodology designed to generate human-comprehensible causal explanations for model-free Reinforcement Learning (RL) agents. The system addresses the trade-off between high performance and transparency in RL by integrating Bayesian Networks for causal inference and Recurrent Neural Networks to forecast future states and actions. The method provides answers to both “Why” and “Why not” questions, thereby increasing user trust and interpretability. The work also introduces enhanced importance metrics—including both Q-value-based and graph-based approaches—used to detect distal information, i.e., critical sequences of states or actions that are key to solving a task. These metrics are then fused with the causal explanation framework, resulting in Auto-BENEDICT, which not only explains but also recognizes high-risk or critical states automatically. Validation through computational experiments and a human evaluation study shows that Auto-BENEDICT significantly outperforms traditional methods in comprehensibility and trustworthiness, contributing a major advancement in Explainable Reinforcement Learning.\u003c\/div\u003e\n\u003cdiv\u003e \u003c\/div\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer Vieweg\u003c\/p\u003e \u003cp\u003ePublication Date: 2026-02-11\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783658504946\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-658-50495-3\u003c\/p\u003e \u003cp\u003eDimensions: 210cm x148cm\u003c\/p\u003e \u003cp\u003ePages: 261\u003c\/p\u003e ","brand":"Springer Fachmedien Wiesbaden","offers":[{"title":"Default Title","offer_id":44776130150540,"sku":"9783658504946","price":89.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783658504946.jpg?v=1773315823","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783658504946","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}