Interpretability

FLamE: Few-shot Learning from Natural Language Explanations ACL 2023 Flesch or Fumble? Evaluating Readability Standard Alignment of Instruction-Tuned Language Models EMNLP 2023 Fooling SHAP with Stealthily Biased Sampling ICLR 2023 Formal Explanations of Neural Network Policies for Planning IJCAI 2023 Formalising the Robustness of Counterfactual Explanations for Neural Networks AAAI 2023 Formalizing locality for normative synaptic plasticity models NeurIPS 2023 Foveate, Attribute, and Rationalize: Towards Physically Safe and Trustworthy AI ACL 2023 From Dissonance to Insights: Dissecting Disagreements in Rationale Construction for Case Outcome Classification EMNLP 2023 From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning EMNLP 2023 From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation EMNLP 2023 FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods ICCV 2023 Future Lens: Anticipating Subsequent Tokens from a Single Hidden State CoNLL 2023 GAIA: Delving into Gradient-based Attribution Abnormality for Out-of-distribution Detection NeurIPS 2023 Gaussian Process Probes (GPP) for Uncertainty-Aware Probing NeurIPS 2023 Gaussian Process Surrogate Models for Neural Networks UAI 2023 Generalized Teacher Forcing for Learning Chaotic Dynamics ICML 2023 Generalizing Backpropagation for Gradient-Based Interpretability ACL 2023 GenEx: A Commonsense-aware Unified Generative Framework for Explainable Cyberbullying Detection EMNLP 2023 G-Eval: NLG Evaluation using Gpt-4 with Better Human Alignment EMNLP 2023 GEX: A flexible method for approximating influence via Geometric Ensemble NeurIPS 2023 GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration ICML 2023 Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis AAAI 2023 Global Explainability of GNNs via Logic Combination of Learned Concepts ICLR 2023 Global Explanations for Image Classifiers (Student Abstract) AAAI 2023 GLOBE-CE: A Translation Based Approach for Global Counterfactual Explanations ICML 2023