Interpretability

CAP: Robust Point Cloud Classification via Semantic and Structural Modeling CVPR 2023 Cardinality-Minimal Explanations for Monotonic Neural Networks IJCAI 2023 Causal Interpretation of Self-Attention in Pre-Trained Transformers NeurIPS 2023 Causal interventions expose implicit situation models for commonsense language understanding ACL 2023 Causal Proxy Models for Concept-based Model Explanations ICML 2023 CertiFair: A Framework for Certified Global Fairness of Neural Networks AAAI 2023 Certified Invertibility in Neural Networks via Mixed-Integer Programming L4DC 2023 Certifying Fairness of Probabilistic Circuits AAAI 2023 Change is Hard: A Closer Look at Subpopulation Shift ICML 2023 Characterizing intrinsic compositionality in transformers with Tree Projections ICLR 2023 Characterizing Mechanisms for Factual Recall in Language Models EMNLP 2023 Characterizing the Influence of Graph Elements ICLR 2023 Character-Level Chinese Backpack Language Models EMNLP 2023 CHiLL: Zero-shot Custom Interpretable Feature Extraction from Clinical Notes with Large Language Models EMNLP 2023 Claim-Dissector: An Interpretable Fact-Checking System with Joint Re-ranking and Veracity Prediction ACL 2023 CLAIR: Evaluating Image Captions with Large Language Models EMNLP 2023 Class Attention Transfer Based Knowledge Distillation CVPR 2023 Class-Conditional Conformal Prediction with Many Classes NeurIPS 2023 CLEME: Debiasing Multi-reference Evaluation for Grammatical Error Correction EMNLP 2023 CLEVR-Implicit: A Diagnostic Dataset for Implicit Reasoning in Referring Expression Comprehension EMNLP 2023 CLIP-Dissect: Automatic Description of Neuron Representations in Deep Vision Networks ICLR 2023 Closer Look at the Transferability of Adversarial Examples: How They Fool Different Models Differently WACV 2023 Cluster Explanation via Polyhedral Descriptions ICML 2023 CNLP-NITS at SemEval-2023 Task 10: Online sexism prediction, PREDHATE! SemEval 2023 COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP ACL 2023