Explainable and Transparent AI and Multi-Agent Systems

Explainable and Transparent AI and Multi-Agent Systems portes grátis

Explainable and Transparent AI and Multi-Agent Systems

5th International Workshop, EXTRAAMAS 2023, London, UK, May 29, 2023, Revised Selected Papers

Ciatto, Giovanni; Carli, Rachele; Fraemling, Kary; Calvaresi, Davide; Mualla, Yazan; Aydogan, Reyhan; Najjar, Amro; Omicini, Andrea

Springer International Publishing AG

09/2023

281

Mole

Inglês

9783031408779

15 a 20 dias

Descrição não disponível.
?Explainable Agents and multi-agent systems.- Mining and Validating Belief-based Agent Explanations.- Evaluating a mechanism for explaining BDI agent behaviour.- A General-Purpose Protocol for Multi-Agent based Explanations.- Dialogue Explanations for Rules-based AI Systems.- Estimating Causal Responsibility for Explaining Autonomous Behavior.- Explainable Machine Learning.- The Quarrel of Local Post-hoc Explainers for Moral Values Classification in Natural Language Processing.- Bottom-Up and Top-Down Workflows for Hypercube- and Clustering-based Knowledge Extractors.- Imperative Action Masking for Safe Exploration in Reinforcement Learning.- Reinforcement Learning in Cyclic Environmental Change for Non-Communicative Agents: A Theoretical Approach.- Inherently Interpretable Deep Reinforcement Learning through Online Mimicking.- Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility.- Cross-domain applied XAI.- Explanation Generation via Decompositional Rules Extraction for Head and Neck Cancer Classification.- Metrics for Evaluating Explainable Recommender Systems.- Leveraging Imperfect Explanations for Plan Recognition Problems.- Reinterpreting Vulnerability to Tackle Deception in Principles-Based XAI for Human-Computer Interaction.- Using Cognitive Models and Wearables to Diagnose and Predict Dementia Patient Behaviour.
Multiagent Systems;Machine Learning;Compilers and Interpreters;Natural Language Processing (NLP);Theory of Computation;Special Purpose and Application-Based Systems;Computing most probable explanation;Law;Social and Behavioral sciences;Artificial Intelligence;Knowledge representation and reasoning;Rule Learning