Stylianos Loukas Vasileiou |
Explainable Decision-Making: From Formal Logic to AI Systems with Explainable Behavior |
October 17, 2024 |
Over 35 |
Nevin L. Zhang |
Two-Stage Holistic and Contrastive Explanation of Image Classification |
July 2, 2024 |
Over 20 |
Jacopo Bono |
DiConStruct: Causal Concept-based Explanations through Black-Box Distillation |
June 20, 2024 |
Over 15 |
Jacopo Teneggi & Beepul Bharti |
SHAP-XRT: The Shapley Value Meets Conditional Independence Testing |
May 30, 2024 |
Over 25 |
Patrick Altmeyer |
ECCCos from the Black Box: Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals |
May 13, 2024 |
Over 25 |
Eoin Delaney |
Counterfactual explanations for misclassified images: How human and machine explanations differ |
May 2, 2024 |
Over 25 |
David Watson |
LENS - Local Explanations via Necessity and Sufficiency: Unifying Theory and Practice |
April 16, 2024 |
Over 25 |
Tom Nuno Wolf |
Towards interpretable neural networks for differential dementia diagnosis |
April 4, 2024 |
Over 30 |
Wonjoon Chang |
Understanding Learned Representations in Deep Neural Networks without Supervision |
March 21, 2024 |
Over 20 |
Daphne Odekerken |
Algorithms for transparent human-in-the-loop decision support at the Dutch police |
March 5, 2024 |
Over 35 |
Mihaela van der Shaar and Krzysztof Kacprzyk |
The Road to Transparent AI: Latest Breakthroughs in Time-Series Interpretability |
February 19, 2024 |
Over 130 |
Dhagash Mehta and Joshua Rosaler |
Towards Enhanced Local Explainability of Random Forests: a Proximity-Based Approach |
February 7, 2024 |
Over 20 |
Tim Miller |
Explainable AI is dead! Long live Explainable AI! Or: why your AI tool probably doesn’t work and why it is so *#$# hard to get it to do so |
January 23, 2024 |
Over 45 |
Xuehao Zhai |
Post-hoc explanations for AI in transport planning |
December 14, 2023 |
Over 15 |
Marcelo Finger |
Adventures in Natural Language Processing in Brazil during the Pandemic: The SPIRA Project |
November 30, 2023 |
Over 25 |
Pranava Madhyastha |
Explanations and robustness in Multimodal Language Models |
November 16, 2023 |
Over 15 |
Nirmalie Wiratunga |
Intelligent Reuse of Explanation Experiences: The Role of Case-Based Reasoning in Promoting Explainable AI for Users by Users |
November 2, 2023 |
Over 20 |
Francesco Leofante |
Robust Explainable AI: the Case of Counterfactual Explanations |
October 27, 2023 |
Over 40 |
Son Tran |
The Model Reconciliation Problem and Explainable AI |
June 21, 2023 |
Over 25 |
Luciano Serafini |
Learning and inference with hybrid models (three examples) |
June 06, 2023 |
Over 25 |
Matthew Wicker |
On the Synergy between Robustness and Explainability |
May 23, 2023 |
Over 30 |
Julius von Kügelgen |
Backtracking Counterfactuals |
May 3, 2023 |
Over 20 |
Gerard Canal |
Explanations for planning robots: verbal causal narrations of plans and proactivity in explanations |
March 24, 2023 |
Over 10 |
Ana Ozaki |
Querying Neural Networks: The BERT Case |
March 1, 2023 |
Over 20 |
Pietro Totis |
Reasoning on Arguments and Beliefs with Probabilistic Logic Programs |
December 8, 2022 |
Over 25 |
Eleonora Giunchiglia |
Deep Learning with Hard Logical Constraints |
November 23, 2022 |
Over 25 |
Emiliano Lorini |
Non-Classical Logics for Explanations in AI Systems |
November 9, 2022 |
Over 25 |
Cor Steging |
Responsible AI: Towards a Hybrid Method for Evaluating Data-Driven Decision-making |
October 26, 2022 |
Over 20 |
Gopal Gupta |
Automating Commonsense Reasoning |
October 14, 2022 |
Over 20 |
Benjamin Grosof |
Towards Stronger Hybrid AI: Combining Extended Logic Programs with Natural Language and Machine Learning |
October 5, 2022 |
Over 30 |
Lun AI |
Effects of machine-learned logic theories on human comprehension in machine-human teaching |
July 13, 2022 |
Over 10 |
Dylan Slack |
Exposing Shortcomings and Improving the Reliability of ML Models |
June 22, 2022 |
Over 15 |
Joao Leite |
Logic-based Explanations for Neural Networks |
June 9, 2022 |
Over 15 |
Oana Camburu |
Neural Networks with Natural Language Explanations |
May 26, 2022 |
Over 15 |
Nino Scherrer |
Learning Neural Causal Models with Active Interventions |
April 27, 2022 |
Over 10 |
Hamed Ayoobi |
Explain What You See: Argumentation-Based Learning for 3D Object Recognition |
April 6, 2022 |
Over 10 |
Mattia Setzu |
Breaking the Local/Global explanation dichotomy: GLocalX and the Local to Global explanation paradigm |
March 17, 2022 |
Over 10 |
Eoin Kenny |
Explaining Black Box Classifiers via Post-Hoc Explanation-by-Example: Factual, Semi-Factual, and Counterfactual Explanations |
March 2, 2022 |
Over 20 |
Riccardo Crupi |
Counterfactual Explanations as Interventions in Latent Space |
February 14, 2022 |
Over 20 |
Martin Jullum |
Prediction explanation with Shapley values |
February 3, 2022 |
Over 15 |
Ioannis Votsis |
The Study of Reasoning in Philosophy, Psychology and AI: In Search of Synergies |
January 19, 2022 |
Over 15 |
Michael Yeomans |
Conversational Receptiveness: Improving Engagement with Opposing Views |
December 13, 2021 |
Over 10 |
Piyawat Lertvittayakumjorn |
Explanation-Based Human Debugging of NLP Models |
December 1, 2021 |
Over 15 |
Leila Amgoud |
Explaining Black-Box Classifiers: Properties and Functions |
November 24, 2021 |
Over 40 |
Guilherme Paulino-Passos |
Monotonicity, Noise-Tolerance, and Explanations in Case-Based Reasoning with Abstract Argumentation |
November 10, 2021 |
Over 10 |
- |
explAIn Workshop: Exploring the links between Explainable AI, Causality and Persuasion |
July 8, 2021 |
Over 30 |
Fabrizio Silvestri |
Counterfactual Explanations of (some) Machine Learning Models |
June 9, 2021 |
Over 15 |
Marek Sergot |
Actual cause and chancy causation in 'stit' logics |
June 2, 2021 |
Over 15 |
Menna El-Assady |
Visual Analytics Perspectives on Interactive and Explainable Machine Learning |
May 5, 2021 |
Over 25 |
Tony Hunter |
Overview of Computational Persuasion and relationships with Explainable AI |
April 14, 2021 |
Over 20 |
Timotheus Kampik |
Principle-based and Explainable Reasoning: From Humans to Machines |
March 17, 2021 |
Over 10 |
Umang Bhatt |
Practical Approaches to Explainable Machine Learning |
February 24, 2021 |
Over 30 |
Riccardo Guidotti |
Exploiting Auto-Encoders for Explaining Black Box Classifiers |
January 27, 2021 |
Over 40 |
Kacper Sokol |
Modular Machine Learning Interpretability: A Case Study of Surrogate Explainers |
December 9, 2020 |
Over 15 |
Hana Chockler |
Why do things go wrong (or right)? |
November 25, 2020 |
Over 40 |
Emanuele Albini |
Relation-based conterfactual explanations for Bayesian classifiers |
November 4, 2020 |
Over 40 |
Jannes Klass |
Explainable AI in the Wild: Lessons learned from applying explainable AI to real world use cases |
March 4, 2020 |
Over 15 |
Brent Mittelstadt |
Governance of AI through explanations: From approximations to counterfactuals |
February 12, 2020 |
Over 20 |
Claudia Schulz |
Explaining (how to improve) Diagnostic Reasoning |
January 15, 2020 |
Over 30 |
Erisa Karafili |
Helping Forensics Analysts to Understand and Attribute Cyber-Attacks |
December 4, 2019 |
Over 15 |
Pasquale Minervini |
Explainable, Data-Efficient, Verifiable Representation Learning in Knowledge Graphs |
November 27, 2019 |
Over 15 |
Adam White |
Measurable Counterfactual Explanations for Any Classifier |
November 13, 2019 |
Over 15 |
Loizos Michael |
Acceptable Explanations through Machine Coaching |
November 7, 2019 |
Over 15 |
Dave Braines |
Conversational Explanations – Explainable AI through human-machine conversation |
October 14, 2019 |
Over 25 |
Zohreh Shams |
Explanation in Ontology Reasoning |
October 1, 2019 |
Over 25 |
Filip Radlinski |
User-Centric Recommendation |
July 4, 2019 |
Over 25 |
Sanjay Modgil |
Dialectical Formalizations of Non-monotonic Reasoning: Rationality under Resource Bounds |
June 20, 2019 |
Over 20 |
Daniele Magazzeni |
Model-Based Reasoning for Explainable AI Planning as a Service |
May 30, 2019 |
Over 25 |
Christos Bechlivanidis |
Concrete and Abstract Explanations |
May 20, 2019 |
Over 20 |
Simone Stumpf |
Making Human-Centred Machine Intelligence Intelligible |
April 15, 2019 |
Over 20 |
Ken Satoh |
ContractFrames: Bridging the gap between Natural Language and Logics in Contract Law |
March 25, 2019 |
Over 20 |