conftrace_

counterfactual explanation

139 papers

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Also known as

CE

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explainable ai (480) model interpretability (519) algorithmic recourse (22) graph neural network (3962) generative model (2892) large language model (13587) text classification (6793) image classification (1944) causal inference (1630) explainable artificial intelligence (130)

Papers

Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees ICML 2023
Interpretable Neural-Symbolic Concept Reasoning ICML 2023
The Many Faces of Adversarial Machine Learning AAAI 2023
Self-Interpretable Time Series Prediction with Counterfactual Explanations ICML 2023
On Data Manifolds Entailed by Structural Causal Models ICML 2023
Attribution-based Explanations that Provide Recourse Cannot be Robust JMLR 2023
DBCE: A Saliency Method for Medical Deep Learning Through Anatomically-Consistent Free-Form Deformations WACV 2023
Towards Conceptualization of “Fair Explanation”: Disparate Impacts of anti-Asian Hate Speech Explanations on Content Moderators EMNLP 2023
OCTET: Object-Aware Counterfactual Explanations CVPR 2023
Fairness Aware Counterfactuals for Subgroups NIPS 2023
Inherently Interpretable Multi-Label Classification Using Class-Specific Counterfactuals MIDL 2023
Provably Robust and Plausible Counterfactual Explanations for Neural Networks via Robust Optimisation ACML 2023
Bayesian Hierarchical Models for Counterfactual Estimation AISTATS 2023
Augmentation by Counterfactual Explanation - Fixing an Overconfident Classifier WACV 2023
GLOBE-CE: A Translation Based Approach for Global Counterfactual Explanations ICML 2023
Even If Explanations: Prior Work, Desiderata & Benchmarks for Semi-Factual XAI IJCAI 2023
Choose your Data Wisely: A Framework for Semantic Counterfactuals IJCAI 2023
Counterfactual-based Saliency Map: Towards Visual Contrastive Explanations for Neural Networks ICCV 2023
Very Fast, Approximate Counterfactual Explanations for Decision Forests AAAI 2023
Improvement-Focused Causal Recourse (ICR) AAAI 2023
Eliminating the Impossible, Whatever Remains Must Be True: On Extracting and Applying Background Knowledge in the Context of Formal Explanations AAAI 2023
Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI AAAI 2023
Is Explanation the Cure? Misinformation Mitigation in the Short Term and Long Term EMNLP 2023
Adversarial Counterfactual Visual Explanations CVPR 2023
Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space CVPR 2023