Designing Counterfactual Generators using Deep Model Inversion

Designing Counterfactual Generators using Deep Model Inversion

29 September 2021

Jayaraman J. Thiagarajan

V. Narayanaswamy

Akshay S. Chaudhari

Papers citing "Designing Counterfactual Generators using Deep Model Inversion"

15 / 15 papers shown

Title
Explaining Low Perception Model Competency with High-Competency Counterfactuals Sara Pohland Claire Tomlin DiffM AAML 51 0 0 07 Apr 2025
Leveraging a Simulator for Learning Causal Representations from Post-Treatment Covariates for CATE Lokesh Nagalapatti Pranava Singhal Avishek Ghosh Sunita Sarawagi CML 81 0 0 07 Feb 2025
Rethinking Visual Counterfactual Explanations Through Region Constraint Bartlomiej Sobieski Jakub Grzywaczewski Bartlomiej Sadlej Matthew Tivnan P. Biecek CML 43 0 0 16 Oct 2024
Global Counterfactual Directions Bartlomiej Sobieski P. Biecek DiffM 58 5 0 18 Apr 2024
Personalized Path Recourse for Reinforcement Learning Agents Dat Hong Tong Wang 20 0 0 14 Dec 2023
Latent Diffusion Counterfactual Explanations Karim Farid Simon Schrodi Max Argus Thomas Brox DiffM 46 12 0 10 Oct 2023
Adversarial Counterfactual Visual Explanations Guillaume Jeanneret Loïc Simon F. Jurie DiffM 41 27 0 17 Mar 2023
Leaping Into Memories: Space-Time Deep Feature Synthesis Alexandros Stergiou Nikos Deligiannis 34 0 0 17 Mar 2023
Mechanistic Mode Connectivity Ekdeep Singh Lubana Eric J. Bigelow Robert P. Dick David M. Krueger Hidenori Tanaka 32 45 0 15 Nov 2022
SKDCGN: Source-free Knowledge Distillation of Counterfactual Generative Networks using cGANs Sameer Ambekar Matteo Tafuro Ankit Ankit Diego van der Mast Mark Alence C. Athanasiadis GAN 23 4 0 08 Aug 2022
Predicting is not Understanding: Recognizing and Addressing Underspecification in Machine Learning Damien Teney Maxime Peyrard Ehsan Abbasnejad 38 29 0 06 Jul 2022
Principled Knowledge Extrapolation with GANs Ruili Feng Jie Xiao Kecheng Zheng Deli Zhao Jingren Zhou Qibin Sun Zhengjun Zha 62 8 0 21 May 2022
Diffusion Models for Counterfactual Explanations Guillaume Jeanneret Loïc Simon F. Jurie DiffM 32 55 0 29 Mar 2022
Intermediate Layer Optimization for Inverse Problems using Deep Generative Models Giannis Daras Joseph Dean A. Jalal A. Dimakis DRL 191 83 0 15 Feb 2021
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review Sahil Verma Varich Boonsanong Minh Hoang Keegan E. Hines John P. Dickerson Chirag Shah CML 24 162 0 20 Oct 2020