model interpretability

Skill Path: Unveiling Language Skills from Circuit Graphs AAAI 2026 TRANSPORTER: Transferring Visual Semantics from VLM Manifolds CVPR 2026 UERLens: Understanding Event Relations in Large Language Models ACL 2026 Weight Space Correlation Analysis: Quantifying Feature Utilization in Deep Learning Models MIDL 2026 What Fine-Tuning Changes: A Radiomic Lens on Prostate Foundation Model Representations MIDL 2026 A Causal Lens for Evaluating Faithfulness Metrics EMNLP 2025 Accurate Estimation of Feature Importance Faithfulness for Tree Models AAAI 2025 Aggregated Attributions for Explanatory Analysis of 3D Segmentation Models WACV 2025 A Knowledge Distillation-Based Approach to Enhance Transparency of Classifier Models AAAI 2025 Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation? EMNLP 2025 A New Approach to Backtracking Counterfactual Explanations: A Unified Causal Framework for Efficient Model Interpretability ICML 2025 An Exploration of Interpretable Deep Learning Models for the Assessment of Mild Cognitive Impairment Interspeech 2025 A Novel GNN Framework Integrating Neuroimaging and Behavioral Information to Understand Adolescent Psychiatric Disorders MIDL 2025 Attention Consistency for LLMs Explanation EMNLP 2025 Attention IoU: Examining Biases in CelebA using Attention Maps CVPR 2025 Attention Speaks Volumes: Localizing and Mitigating Bias in Language Models ACL 2025 AudioGenX: Explainability on Text-to-Audio Generative Models AAAI 2025 A Unified, Resilient, and Explainable Adversarial Patch Detector CVPR 2025 BEE: Metric-Adapted Explanations via Baseline Exploration-Exploitation AAAI 2025 Benchmark Profiling: Mechanistic Diagnosis of LLM Benchmarks EMNLP 2025 Better Aligned with Survey Respondents or Training Data? Unveiling Political Leanings of LLMs on U.S. Supreme Court Cases ACL 2025 Bridging the Gap between Expert and Language Models: Concept-guided Chess Commentary Generation and Evaluation NAACL 2025 CAMER: Contribution-Aware Multimodal Emotion Recognition Interspeech 2025 Can LLMs Explain Themselves Counterfactually? EMNLP 2025 Can Role Vectors Affect LLM Behaviour? EMNLP 2025