Interpretability

Towards Utilising a Range of Neural Activations for Comprehending Representational Associations WACV 2025 TP-Eval: Tap Multimodal LLMs' Potential in Evaluation by Customizing Prompts IJCAI 2025 TRACE-CS: A Synergistic Approach to Explainable Course Scheduling Using LLMs and Logic AAAI 2025 TRACE: Training and Inference-Time Interpretability Analysis for Language Models EMNLP 2025 Tracing and Dissecting How LLMs Recall Factual Knowledge for Real World Questions ACL 2025 Tracing Representation Progression: Analyzing and Enhancing Layer-Wise Similarity ICLR 2025 Tracr-Injection: Distilling Algorithms into Pre-trained Language Models ACL 2025 Training-Free Diffusion Model Alignment with Sampling Demons ICLR 2025 Training Neural Networks as Recognizers of Formal Languages ICLR 2025 Train One Sparse Autoencoder Across Multiple Sparsity Budgets to Preserve Interpretability and Accuracy EMNLP 2025 Trajectory Inference with Smooth Schrödinger Bridges ICML 2025 TrajSurv: Learning Continuous Latent Trajectories from Electronic Health Records for Trustworthy Survival Prediction MLHC 2025 Transformer Block Coupling and its Correlation with Generalization in LLMs ICLR 2025 Transformer Encoder Satisfiability: Complexity and Impact on Formal Reasoning ICLR 2025 TRANSFORMER EXPLAINER: Interactive Learning of Text-Generative Models AAAI 2025 Transformer Layers as Painters AAAI 2025 Transformers Learn to Implement Multi-step Gradient Descent with Chain of Thought ICLR 2025 Transformers Struggle to Learn to Search ICLR 2025 Transparent and Coherent Procedural Mistake Detection EMNLP 2025 Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation ACL 2025 Transparent Reference-free Automated Evaluation of Open-Ended User Survey Responses EMNLP 2025 Transparent Trade-offs between Properties of Explanations UAI 2025 Transparent Vision: A Theory of Hierarchical Invariant Representations ICCV 2025 TransPL: VQ-Code Transition Matrices for Pseudo-Labeling of Time Series Unsupervised Domain Adaptation ICML 2025 Treble Counterfactual VLMs: A Causal Approach to Hallucination EMNLP 2025