Advanced Automation for Comprehensible Causal Explanations of Reinforcement Learning Agents
90,94 €
Sofort verfügbar, Lieferzeit: Sofort lieferbar
Advanced Automation for Comprehensible Causal Explanations of Reinforcement Learning Agents, Springer Vieweg
Von Rudy Milani, im heise shop in digitaler Fassung erhältlich
Produktinformationen "Advanced Automation for Comprehensible Causal Explanations of Reinforcement Learning Agents"
This 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.
Artikel-Details
- Anbieter:
- Springer Vieweg
- Autor:
- Rudy Milani
- Artikelnummer:
- 9783658504953
- Veröffentlicht:
- 10.02.26
Barrierefreiheit
This PDF has been created in accordance with the PDF/UA-1 standard to enhance accessibility, including screen reader support, described non-text content (images, graphs), bookmarks for easy navigation
- entspricht den Vorgaben der PDF / UA 1 (05)
- keine Vorlesefunktionen des Lesesystems deaktiviert (bis auf) (10)
- navigierbares Inhaltsverzeichnis (11)
- logische Lesereihenfolge eingehalten (13)
- kurze Alternativtexte (z.B für Abbildungen) vorhanden (14)
- Inhalt auch ohne Farbwahrnehmung verständlich dargestellt (25)
- hoher Kontrast zwischen Text und Hintergrund (26)
- Navigation über vor-/zurück-Elemente (29)
- alle zum Verständnis notwendigen Inhalte über Screenreader zugänglich (52)
- Kontakt zum Herausgeber für weitere Informationen zur Barrierefreiheit (99)