Interpretability

Feature Importance Metrics in the Presence of Missing Data ICML 2025 Feature-Level Insights into Artificial Text Detection with Sparse Autoencoders ACL 2025 Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse ICLR 2025 Feature Shift Localization Network ICML 2025 Features that Make a Difference: Leveraging Gradients for Improved Dictionary Learning NAACL 2025 FedXDS: Leveraging Model Attribution Methods to counteract Data Heterogeneity in Federated Learning ICCV 2025 FENJI at SemEval-2025 Task 3: Retrieval-Augmented Generation and Hallucination Span Detection SemEval 2025 FESTA: Functionally Equivalent Sampling for Trust Assessment of Multimodal LLMs EMNLP 2025 F-Fidelity: A Robust Framework for Faithfulness Evaluation of Explainable AI ICLR 2025 FGeo-HyperGNet: Geometric Problem Solving Integrating FormalGeo Symbolic System and Hypergraph Neural Network IJCAI 2025 FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning EMNLP 2025 FiDeLiS: Faithful Reasoning in Large Language Models for Knowledge Graph Question Answering ACL 2025 Findings of the BlackboxNLP 2025 Shared Task: Localizing Circuits and Causal Variables in Language Models EMNLP 2025 Fine-grained Confidence Estimation for Spurious Correctness Detection in Large Language Models IJCNLP 2025 Fine-Grained Manipulation of Arithmetic Neurons EMNLP 2025 Finer-CAM: Spotting the Difference Reveals Finer Details for Visual Explanation CVPR 2025 Fine-tuning can Help Detect Pretraining Data from Large Language Models ICLR 2025 Fingerprinting LLMs through Survey Item Factor Correlation: A Case Study on Humor Style Questionnaire EMNLP 2025 FinGrAct: A Framework for FINe-GRrained Evaluation of ACTionability in Explainable Automatic Fact-Checking EMNLP 2025 Finite State Automata Inside Transformers with Chain-of-Thought: A Mechanistic Study on State Tracking ACL 2025 FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error CVPR 2025 FIRMA: Bidirectional Formal-Informal Mathematical Language Alignment with Proof-Theoretic Grounding EMNLP 2025 Firm or Fickle? Evaluating Large Language Models Consistency in Sequential Interactions ACL 2025 FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation ACL 2025 FIVA: Federated Inverse Variance Averaging for Universal CT Segmentation with Uncertainty Estimation MLHC 2025