EXTRAAMAS 2021

The 3rd International Workshop on EXplainable and TRAnsparent AI and Multi-Agent Systems (EXTRAAMAS 2021) is a forum to discuss and disseminate research on explainable artificial intelligence with a particular focus on cross-disciplinary perspectives. This year's workshop has two particular focus topics with the ultimate goal to strengthen bleeding-edge foundational and applied research:

1. XAI in Action: Applied perspectives — EXTRAAMAS explicitly encourages the submission of applied research and demonstration papers. To further facilitate applied perspectives, EXTRAAMAS will organize a panel of industry experts. The panel will be guided to discuss a set of – sometimes provocative questions – in interaction with the audience.
2. Explainable Reasoning in Face of Contradictions: Cross-disciplinary Perspectives — To facilitate basic research questions that lie at the heart of the AAMAS community, EXTRAAMAS explicitly encourages submissions on symbolic approaches to explainable AI and explainable agency. The corresponding EXTRAAMAS session will be kicked off by a keynote by Dov Gabbay, Augustus De Morgan Professor Emeritus of Logic at the Department of Informatics, King’s College London & Professor Emeritus at Bar-Ilan University, Israel. Selected papers will be invited to a special issue in the Journal of Applied Logics - IfCoLoG Journal of Logics and their Applications.

temi di interesse

• Special Focus: Explainable Reasoning in Face of Contradictions
  • Principle-based symbolic reasoning and explainable loop-busting
  • XAI and formal models of human reasoning
  • Neuro-symbolic approaches to explainable and principle-based reasoning
  • Principle-based and explainable legal reasoning
  • Other cross-disciplinary perspectives on explainable reasoning and contradiction resolution
• Explainable Agents and Robots
  • Explainable agent architectures
  • Personalized XAI
  • Explainable & Expressive robots
  • Explainable human-robot collaboration
  • Reinforcement Learning Agents
  • Multi-modal explanations
• XAI & Ethics
  • Social XAI
  • AI, ethics, and explainability
  • XAI vs AI
• XAI & MAS
  • Multi-actors interaction in XAI
  • XAI for agent/robots teams
  • Simulations for XAI
• Interdisciplinary Aspects
  • Cognitive and social sciences perspectives on explanations
  • HCI for XAI
  • Legal aspects of explainable agents
  • Explanation visualization
• XAI Machine learning and Knowledge Representation
  • Bridging symbolic and subsymbolic XAI
  • Knowledge generation from interpretations
  • Explanation visualization
  • Explainable knowledge generation

evento ospitante

 AAMAS 2021

evento colocato

 Blue Sky 2021@AAMAS 2021

evento origine per pubblicazione

 Shallow2Deep: Restraining Neural Networks Opacity through Neural Architecture Search (articolo in atti, 2021) — Andrea Agiollo, Giovanni Ciatto, Andrea Omicini

 Expectation: Personalized Explainable Artificial Intelligence for Decentralized Agents with Heterogeneous Knowledge (articolo in atti, 2021) — Davide Calvaresi, Giovanni Ciatto, Amro Najjar, Reyhan Aydoğan, Leon Van der Torre, Andrea Omicini, Michael I. Schumacher

 Towards Explainable Visionary Agents: License to Dare and Imagine (articolo in atti, 2021) — Giovanni Ciatto, Amro Najjar, Jean-Paul Calbimonte, Davide Calvaresi

 GridEx: An Algorithm for Knowledge Extraction from Black-Box Regressors (articolo in atti, 2021) — Federico Sabbatini, Giovanni Ciatto, Andrea Omicini

evento contenitore per presentazione

 Agents Explaining to Agents (EXTRAAMAS 2021@AAMAS 2021, 04/05/2021) — Andrea Omicini (Andrea Omicini)

 Towards Explainable Visionary Agents: License to Dare and Imagine (EXTRAAMAS 2021@AAMAS 2021, 03/05/2021) — Amro Najjar (Giovanni Ciatto, Amro Najjar, Jean-Paul Calbimonte, Davide Calvaresi)

 Shallow2Deep: Restraining Neural Networks Opacity through Neural Architecture Search (EXTRAAMAS 2021@AAMAS 2021, 03/05/2021) — Andrea Agiollo (Andrea Agiollo, Giovanni Ciatto, Andrea Omicini)

 GridEx: An Algorithm for Knowledge Extraction from Black-Box Regressors (EXTRAAMAS 2021@AAMAS 2021, 03/05/2021) — Federico Sabbatini (Federico Sabbatini, Giovanni Ciatto, Andrea Omicini)

evento ospitato per

 AAMAS 2021

evento colocato per

 Blue Sky 2021@AAMAS 2021

evento della serie

 International Workshop on EXplainable and TRAnsparent AI and Multi-Agent Systems