Computers and Society · Computer Science
Rigorous Interpretation Is a Form of Evaluation
Isabelle Lee, Emmy Liu, Cathy Jiao, Brihi Joshi +3
2026-05-08
Artificial Intelligence · Computer Science
From Human Explanation to Model Interpretability: A Framework Based on Weight of Evidence
David Alvarez-Melis, Harmanpreet Kaur, Hal Daumé, Hanna Wallach +1
2021-09-21
Machine Learning · Computer Science
Explainability as statistical inference
Hugo Henri Joseph Senetaire, Damien Garreau, Jes Frellsen, Pierre-Alexandre Mattei
2024-01-01
High Energy Physics - Phenomenology · Physics
Interpretable machine learning in Physics
Christophe Grojean, Ayan Paul, Zhuoni Qian, Inga Strümke
2022-05-04
Artificial Intelligence · Computer Science
TIP: Typifying the Interpretability of Procedures
Amit Dhurandhar, Vijay Iyengar, Ronny Luss, Karthikeyan Shanmugam
2018-10-30
Artificial Intelligence · Computer Science
Evaluating Readability and Faithfulness of Concept-based Explanations
Meng Li, Haoran Jin, Ruixuan Huang, Zhihao Xu +4
2024-10-07
Computer Vision and Pattern Recognition · Computer Science
PRIME: Prioritizing Interpretability in Failure Mode Extraction
Keivan Rezaei, Mehrdad Saberi, Mazda Moayeri, Soheil Feizi
2024-03-15
Machine Learning · Computer Science
Transformers are uninterpretable with myopic methods: a case study with bounded Dyck grammars
Kaiyue Wen, Yuchen Li, Bingbin Liu, Andrej Risteski
2023-12-05
Machine Learning · Computer Science
Interpretable Time Series Clustering Using Local Explanations
Ozan Ozyegen, Nicholas Prayogo, Mucahit Cevik, Ayse Basar
2022-08-03
Machine Learning · Computer Science
A Functional Information Perspective on Model Interpretation
Itai Gat, Nitay Calderon, Roi Reichart, Tamir Hazan
2022-06-15
Machine Learning · Computer Science
Weight of Evidence as a Basis for Human-Oriented Explanations
David Alvarez-Melis, Hal Daumé, Jennifer Wortman Vaughan, Hanna Wallach
2019-10-31
Human-Computer Interaction · Computer Science
Improving Explanations: Applying the Feature Understandability Scale for Cost-Sensitive Feature Selection
Nicola Rossberg, Bennett Kleinberg, Barry O'Sullivan, Luca Longo +1
2026-04-08