conftrace_

counterfactual explanation

139 papers

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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

KTCF: Actionable Recourse in Knowledge Tracing via Counterfactual Explanations for Education AAAI 2026
Counterfactual eXplainable AI (XAI) Method for Deep Learning-Based Multivariate Time Series Classification AAAI 2026
Explaining Temporal Graph Neural Network via Quantum-Inspired Evolutionary Algorithm AAAI 2026
GLANCE: Global Actions in a Nutshell for Counterfactual Explainability AAAI 2026
Enhancing Chemical Explainability Through Counterfactual Masking AAAI 2026
Generating In-Distribution Counterfactual Explanation for Graph Neural Networks AAAI 2026
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments AAAI 2025
LLMs Don’t Know Their Own Decision Boundaries: The Unreliability of Self-Generated Counterfactual Explanations EMNLP 2025
Counterfactual Explanations Under Model Multiplicity and Their Use in Computational Argumentation IJCAI 2025
AudioGenX: Explainability on Text-to-Audio Generative Models AAAI 2025
Natural Language Counterfactual Explanations in Financial Text Classification: A Comparison of Generators and Evaluation Metrics ACL 2025
NOMATTERXAI: Generating “No Matter What” Alterfactual Examples for Explaining Black-Box Text Classification Models AAAI 2025
Constructing Fair Latent Space for Intersection of Fairness and Explainability AAAI 2025
Can LLMs Explain Themselves Counterfactually? EMNLP 2025
Counterfactual Explanations for Continuous Action Reinforcement Learning IJCAI 2025
RobustX: Robust Counterfactual Explanations Made Easy IJCAI 2025
iLLuMinaTE: An LLM-XAI Framework Leveraging Social Science Explanation Theories Towards Actionable Student Performance Feedback AAAI 2025
Even-if Explanations: Formal Foundations, Priorities and Complexity AAAI 2025
Towards Fine-Grained Interpretability: Counterfactual Explanations for Misclassification with Saliency Partition CVPR 2025
Looking in the Mirror: A Faithful Counterfactual Explanation Method for Interpreting Deep Image Classification Models ICCV 2025
From Visual Explanations to Counterfactual Explanations with Latent Diffusion WACV 2025
Generating Counterfactual Explanations Under Temporal Constraints AAAI 2025
JoPA: Explaining Large Language Model’s Generation via Joint Prompt Attribution ACL 2025
Counterfactual Explanations of Time Varying Rankings (Student Abstract) AAAI 2025
DiG-IN: Diffusion Guidance for Investigating Networks - Uncovering Classifier Differences Neuron Visualisations and Visual Counterfactual Explanations CVPR 2024