feature attribution

Comprehensive Information Bottleneck for Unveiling Universal Attribution to Interpret Vision Transformers CVPR 2025 Curse of bilinguality: Evaluating monolingual and bilingual language models on Chinese linguistic benchmarks ACL 2025 Derivative-Free Diffusion Manifold-Constrained Gradient for Unified XAI CVPR 2025 Disentangling Interactions and Dependencies in Feature Attributions AISTATS 2025 Efficient and Accurate Explanation Estimation with Distribution Compression ICLR 2025 Enhancing Predictive Imaging Biomarker Discovery through Treatment Effect Analysis WACV 2025 Error Detection for Multimodal Classification NAACL 2025 Evaluating Input Feature Explanations through a Unified Diagnostic Evaluation Framework NAACL 2025 Explainability for NLP in Pharmacovigilance: A Study on Adverse Event Report Triage in Swedish NAACL 2025 Explaining Black-box Model Predictions via Two-level Nested Feature Attributions with Consistency Property IJCAI 2025 Explaining ViTs Using Information Flow AISTATS 2025 Fast Calculation of Feature Contributions in Boosting Trees UAI 2025 Fast Explanations via Policy Gradient-Optimized Explainer IJCAI 2025 Feature Attribution for Deep Learning Models through Total Variance Decomposition MIDL 2025 Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse ICLR 2025 FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning ICCV 2025 FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation ACL 2025 GEFA: A General Feature Attribution Framework Using Proxy Gradient Estimation ICML 2025 Generalized Attention Flow: Feature Attribution for Transformer Models via Maximum Flow ACL 2025 Graph Segmentation and Contrastive Enhanced Explainer for Graph Neural Networks AAAI 2025 Hallucinations in Code Change to Natural Language Generation: Prevalence and Evaluation of Detection Metrics IJCNLP 2025 How to Probe: Simple Yet Effective Techniques for Improving Post-hoc Explanations ICLR 2025 Interpretable Vision-Language Survival Analysis with Ordinal Inductive Bias for Computational Pathology ICLR 2025 Investigating Training and Generalization in Faithful Self-Explanations of Large Language Models IJCNLP 2025 LibraGrad: Balancing Gradient Flow for Universally Better Vision Transformer Attributions CVPR 2025