Interpretability

Faithful and Accurate Self-Attention Attribution for Message Passing Neural Networks via the Computation Tree Viewpoint AAAI 2025 Fast Calculation of Feature Contributions in Boosting Trees UAI 2025 Functional Connectomes of Neural Networks AAAI 2025 GeoPro-Net: Learning Interpretable Spatiotemporal Prediction Models Through Statistically-Guided Geo-Prototyping AAAI 2025 Higher Order Structures for Graph Explanations AAAI 2025 How Your Location Relates to Health: Variable Importance and Interpretable Machine Learning for Environmental and Sociodemographic Data AAAI 2025 ICR Probe: Tracking Hidden State Dynamics for Reliable Hallucination Detection in LLMs ACL 2025 Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework EMNLP 2025 Improving Large Language Model Confidence Estimates using Extractive Rationales for Classification ACL 2025 InteDisUX: Intepretation-Guided Discriminative User-Centric Explanation for Time Series AAAI 2025 Internal Chain-of-Thought: Empirical Evidence for Layer‐wise Subtask Scheduling in LLMs EMNLP 2025 Interpretable Company Similarity with Sparse Autoencoders ACL 2025 Interpretable DNFs IJCAI 2025 Interpretable Failure Detection with Human-Level Concepts AAAI 2025 Interpretable Image Classification via Non-parametric Part Prototype Learning CVPR 2025 Interpretable Text Embeddings and Text Similarity Explanation: A Survey EMNLP 2025 Intervening in Black Box: Concept Bottleneck Model for Enhancing Human Neural Network Mutual Understanding ICCV 2025 IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory ACL 2025 JoPA: Explaining Large Language Model’s Generation via Joint Prompt Attribution ACL 2025 Language Models Identify Ambiguities and Exploit Loopholes EMNLP 2025 LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference EMNLP 2025 LLaMAs Have Feelings Too: Unveiling Sentiment and Emotion Representations in LLaMA Models Through Probing ACL 2025 Memory or Reasoning? Explore How LLMs Compute Mixed Arithmetic Expressions ACL 2025 Natural Language Counterfactual Explanations in Financial Text Classification: A Comparison of Generators and Evaluation Metrics ACL 2025 Neural Reasoning for Sure Through Constructing Explainable Models AAAI 2025