| 2021 | Explanation with the Winter Value: Efficient Computation for Hierarchical Choquet Integrals. | Christophe Labreuche |
| 2021 | Explainable AI Using MAP-Independence. | Johan Kwisthout |
| 2021 | Persuasive Contrastive Explanations for Bayesian Networks. | Tara Koopman, Silja Renooij |
| 2021 | The Degrees of Monotony-Dilemma in Abstract Argumentation. | Timotheus Kampik, Dov M. Gabbay |
| 2021 | Approximations of Belief Functions Using Compositional Models. | Radim Jirousek, Vclav Kratochvl |
| 2021 | Argument Strength in Probabilistic Argumentation Using Confirmation Theory. | Anthony Hunter |
| 2021 | Uncertainty-Aware Resampling Method for Imbalanced Classification Using Evidence Theory. | Fares Grina, Zied Elouedi, Eric Lefvre |
| 2021 | On the KLM Properties of a Fuzzy DL with Typicality. | Laura Giordano |
| 2021 | Iterated Conditionals and Characterization of P-Entailment. | Angelo Gilio, Giuseppe Sanfilippo |
| 2021 | Canonical Extension of Possibility Measures to Boolean Algebras of Conditionals. | Tommaso Flaminio, Llus Godo, Sara Ugolini |
| 2021 | Games of Incomplete Information: A Framework Based on Belief Functions. | Hlne Fargier, rik Martin-Dorel, Pierre Pomeret-Coquot |
| 2021 | Towards a Tesseract of Sugeno Integrals. | Didier Dubois, Henri Prade, Agns Rico |
| 2021 | Merging Epistemic States and Manipulation. | Amlcar Mata Daz, Ramn Pino Prez |
| 2021 | Comparison of Shades and Hiddenness of Conflict. | Milan Daniel, Vclav Kratochvl |
| 2021 | Scoring Rules for Belief Functions and Imprecise Probabilities: A Comparison. | Esther Anna Corsi, Tommaso Flaminio, Hykel Hosni |
| 2021 | Addressing Popular Concerns Regarding COVID-19 Vaccination with Natural Language Argumentation Dialogues. | Lisa A. Chalaguine, Anthony Hunter |
| 2021 | Algebras of Sets and Coherent Sets of Gambles. | Arianna Casanova, Jrg Kohlas, Marco Zaffalon |
| 2021 | Necessary and Sufficient Explanations for Argumentation-Based Conclusions. | AnneMarie Borg, Floris Bex |
| 2021 | Generalized Rules of Probabilistic Independence. | Janneke H. Bolt, Linda C. van der Gaag |
| 2021 | Multi-task Transfer Learning for Bayesian Network Structures. | Sarah Benikhlef, Philippe Leray, Guillaume Raschia, Montassar Ben Messaoud, Fayrouz Sakly |
| 2021 | Representation of Explanations of Possibilistic Inference Decisions. | Ismal Baaj, Jean-Philippe Poli, Wassila Ouerdane, Nicolas Maudet |
| 2021 | A New Score for Adaptive Tests in Bayesian and Credal Networks. | Alessandro Antonucci, Francesca Mangili, Claudio Bonesana, Giorgia Adorni |
| 2021 | Similarity Measures Based on Compiled Arguments. | Leila Amgoud, Victor David |
| 2021 | Non-monotonic Explanation Functions. | Leila Amgoud |
| 2021 | Trust Evidence Logic. | Alessandro Aldini, Gianluca Curzi, Pierluigi Graziani, Mirko Tagliaferri |