Gradients of Counterfactuals

Gradients of Counterfactuals

8 November 2016

Mukund Sundararajan

Ankur Taly

Papers citing "Gradients of Counterfactuals"

15 / 15 papers shown

Title
Unlearning-based Neural Interpretations Ching Lam Choi Alexandre Duplessis Serge Belongie FAtt 47 0 0 10 Oct 2024
The Generalizability of Explanations Hanxiao Tan FAtt 18 1 0 23 Feb 2023
End-to-end Ensemble-based Feature Selection for Paralinguistics Tasks Tamás Grósz Mittul Singh Sudarsana Reddy Kadiri H. Kathania M. Kurimo 23 0 0 28 Oct 2022
Generalizability Analysis of Graph-based Trajectory Predictor with Vectorized Representation Juanwu Lu Wei Zhan Masayoshi Tomizuka Yeping Hu 22 6 0 06 Aug 2022
Maximum Entropy Baseline for Integrated Gradients Hanxiao Tan FAtt 21 4 0 12 Apr 2022
Projective Ranking-based GNN Evasion Attacks He Zhang Xingliang Yuan Chuan Zhou Shirui Pan AAML 42 23 0 25 Feb 2022
Brain Structural Saliency Over The Ages Daniel Taylor Jonathan Shock Deshendran Moodley J. Ipser M. Treder FAtt 16 1 0 12 Jan 2022
Clustering-Based Interpretation of Deep ReLU Network Nicola Picchiotti Marco Gori FAtt 17 0 0 13 Oct 2021
Do Input Gradients Highlight Discriminative Features? Harshay Shah Prateek Jain Praneeth Netrapalli AAML FAtt 23 57 0 25 Feb 2021
PGM-Explainer: Probabilistic Graphical Model Explanations for Graph Neural Networks Minh Nhat Vu My T. Thai BDL 16 328 0 12 Oct 2020
Explainable Deep Learning: A Field Guide for the Uninitiated Gabrielle Ras Ning Xie Marcel van Gerven Derek Doran AAML XAI 41 371 0 30 Apr 2020
Explaining Regression Based Neural Network Model Mégane Millan Catherine Achard FAtt 21 3 0 15 Apr 2020
Explaining Visual Models by Causal Attribution Álvaro Parafita Jordi Vitrià CML FAtt 62 35 0 19 Sep 2019
Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients A. Ross Finale Doshi-Velez AAML 37 675 0 26 Nov 2017
Right for the Right Reasons: Training Differentiable Models by Constraining their Explanations A. Ross M. C. Hughes Finale Doshi-Velez FAtt 41 582 0 10 Mar 2017