Interpretability

Tug-of-War between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models COLING 2024 TuringQ: Benchmarking AI Comprehension in Theory of Computation EMNLP 2024 TVE: Learning Meta-attribution for Transferable Vision Explainer ICML 2024 TV-TREES: Multimodal Entailment Trees for Neuro-Symbolic Video Reasoning EMNLP 2024 Two Birds with One Stone: Enhancing Uncertainty Quantification and Interpretability with Graph Functional Neural Process AISTATS 2024 Two fundamental limits for uncertainty quantification in predictive inference COLT 2024 Two-tiered Encoder-based Hallucination Detection for Retrieval-Augmented Generation in the Wild EMNLP 2024 Typicalness-Aware Learning for Failure Detection NeurIPS 2024 UMA: Facilitating Backdoor Scanning via Unlearning-Based Model Ablation AAAI 2024 UMB: Understanding Model Behavior for Open-World Object Detection NeurIPS 2024 Unbiased Estimator for Distorted Conics in Camera Calibration CVPR 2024 Uncertainty-aware Fine-tuning of Segmentation Foundation Models NeurIPS 2024 Uncertainty-Aware GAN for Single Image Super Resolution AAAI 2024 Uncertainty-aware Graph-based Hyperspectral Image Classification ICLR 2024 Uncertainty in Language Models: Assessment through Rank-Calibration EMNLP 2024 Uncertainty quantification and robustification of model-based controllers using conformal prediction L4DC 2024 Uncertainty Quantification via Stable Distribution Propagation ICLR 2024 Uncertainty Regularized Evidential Regression AAAI 2024 Uncovering Safety Risks of Large Language Models through Concept Activation Vector NeurIPS 2024 Uncovering Syllable Constituents in the Self-Attention-Based Speech Representations of Whisper EMNLP 2024 Understanding Addition in Transformers ICLR 2024 Understanding and Diagnosing Deep Reinforcement Learning ICML 2024 Understanding and Improving Optimization in Predictive Coding Networks AAAI 2024 Understanding and Patching Compositional Reasoning in LLMs ACL 2024 Understanding Distributed Representations of Concepts in Deep Neural Networks without Supervision AAAI 2024