Poster "counterfactual explanations" Papers

11 papers found

DiCoFlex: Model-Agnostic Diverse Counterfactuals with Flexible Control

Oleksii Furman, Ulvi Movsum-zada, Patryk Marszałek et al.

NEURIPS 2025arXiv:2505.23700

Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse

Seung Hyun Cheon, Anneke Wernerfelt, Sorelle Friedler et al.

ICLR 2025arXiv:2410.22598
7
citations

Few-Shot Knowledge Distillation of LLMs With Counterfactual Explanations

Faisal Hamman, Pasan Dissanayake, Yanjun Fu et al.

NEURIPS 2025arXiv:2510.21631
1
citations

From Search to Sampling: Generative Models for Robust Algorithmic Recourse

Prateek Garg, Lokesh Nagalapatti, Sunita Sarawagi

ICLR 2025arXiv:2505.07351
3
citations

LeapFactual: Reliable Visual Counterfactual Explanation Using Conditional Flow Matching

Zhuo Cao, Xuan Zhao, Lena Krieger et al.

NEURIPS 2025arXiv:2510.14623
1
citations

Attribution-based Explanations that Provide Recourse Cannot be Robust

Hidde Fokkema, Rianne de Heide, Tim van Erven

ICML 2024arXiv:2205.15834
22
citations

CF-OPT: Counterfactual Explanations for Structured Prediction

Germain Vivier-Ardisson, Alexandre Forel, Axel Parmentier et al.

ICML 2024arXiv:2405.18293
3
citations

Global Counterfactual Directions

Bartlomiej Sobieski, Przemyslaw Biecek

ECCV 2024arXiv:2404.12488
12
citations

Structure Your Data: Towards Semantic Graph Counterfactuals

Angeliki Dimitriou, Maria Lymperaiou, Giorgos Filandrianos et al.

ICML 2024arXiv:2403.06514
6
citations

The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual Explanations

Anselm Haselhoff, Kevin Trelenberg, Fabian Küppers et al.

ECCV 2024arXiv:2409.12952
5
citations

Trustworthy Actionable Perturbations

Jesse Friedbaum, Sudarshan Adiga, Ravi Tandon

ICML 2024arXiv:2405.11195
2
citations