Interpretability

INViTE: INterpret and Control Vision-Language Models with Text Explanations ICLR 2024 IRAD: Implicit Representation-driven Image Resampling against Adversarial Attacks ICLR 2024 IRCAN: Mitigating Knowledge Conflicts in LLM Generation via Identifying and Reweighting Context-Aware Neurons NeurIPS 2024 IRIT-Berger-Levrault at SemEval-2024: How Sensitive Sentence Embeddings are to Hallucinations? SemEval 2024 Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods? ICML 2024 Is It Safe to Tell Your Story? Towards Achieving Privacy for Sensitive Narratives EMNLP 2024 Is Self-Repair a Silver Bullet for Code Generation? ICLR 2024 Is the MMI Criterion Necessary for Interpretability? Degenerating Non-causal Features to Plain Noise for Self-Rationalization NeurIPS 2024 Is This the Subspace You Are Looking for? An Interpretability Illusion for Subspace Activation Patching ICLR 2024 Iteration Head: A Mechanistic Study of Chain-of-Thought NeurIPS 2024 It is not True that Transformers are Inductive Learners: Probing NLI Models with External Negation EACL 2024 iTrendRNN: An Interpretable Trend-Aware RNN for Meteorological Spatiotemporal Prediction AAAI 2024 It’s All Relative: Learning Interpretable Models for Scoring Subjective Bias in Documents from Pairwise Comparisons EACL 2024 IvRA: A Framework to Enhance Attention-Based Explanations for Language Models with Interpretability-Driven Training EMNLP 2024 Joint Motion Estimation with Geometric Deformation Correction for Fetal Echo Planar Images Via Deep Learning MIDL 2024 JoMA: Demystifying Multilayer Transformers via Joint Dynamics of MLP and Attention ICLR 2024 Journey to the Center of the Knowledge Neurons: Discoveries of Language-Independent Knowledge Neurons and Degenerate Knowledge Neurons AAAI 2024 Jump to Conclusions: Short-Cutting Transformers with Linear Transformations COLING 2024 Just Ask One More Time! Self-Agreement Improves Reasoning of Language Models in (Almost) All Scenarios ACL 2024 Keep the Faith: Faithful Explanations in Convolutional Neural Networks for Case-Based Reasoning AAAI 2024 KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions ICML 2024 KISA: A Unified Keyframe Identifier and Skill Annotator for Long-Horizon Robotics Demonstrations ICML 2024 Knowing What LLMs DO NOT Know: A Simple Yet Effective Self-Detection Method NAACL 2024 KnowLab_AIMed at MEDIQA-CORR 2024: Chain-of-Though (CoT) prompting strategies for medical error detection and correction NAACL 2024 Knowledge-Aware Explainable Reciprocal Recommendation AAAI 2024