Interpretability

On Sample Based Explanation Methods for NLP: Faithfulness, Efficiency and Semantic Evaluation ACL 2021 On Smoother Attributions using Neural Stochastic Differential Equations IJCAI 2021 On Success and Simplicity: A Second Look at Transferable Targeted Attacks NeurIPS 2021 On the Calibration and Uncertainty of Neural Learning to Rank Models for Conversational Search EACL 2021 On the Complexity of Finding Justifications for Collective Decisions AAAI 2021 On the effects of quantisation on model uncertainty in Bayesian neural networks UAI 2021 On the Frequency Bias of Generative Models NeurIPS 2021 On the Importance of Gradients for Detecting Distributional Shifts in the Wild NeurIPS 2021 On the Limits of Pseudo Ground Truth in Visual Camera Re-Localisation ICCV 2021 On the price of explainability for some clustering problems ICML 2021 On the Robustness of Vision Transformers to Adversarial Examples ICCV 2021 On the Tractability of SHAP Explanations AAAI 2021 On the Transferability of Minimal Prediction Preserving Inputs in Question Answering NAACL 2021 On the Verification of Neural ODEs with Stochastic Guarantees AAAI 2021 Optimal Counterfactual Explanations in Tree Ensembles ICML 2021 Overcoming the Convex Barrier for Simplex Inputs NeurIPS 2021 PAC Confidence Predictions for Deep Neural Network Classifiers ICLR 2021 Paragraph-level Rationale Extraction through Regularization: A case study on European Court of Human Rights Cases NAACL 2021 Passive attention in artificial neural networks predicts human visual selectivity NeurIPS 2021 Patterns of Polysemy and Homonymy in Contextualised Language Models EMNLP 2021 Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing CVPR 2021 Perceptual Adversarial Robustness: Defense Against Unseen Threat Models ICLR 2021 Personalized Transformer for Explainable Recommendation ACL 2021 Perturbing Inputs for Fragile Interpretations in Deep Natural Language Processing EMNLP 2021 Physics-Based Iterative Projection Complex Neural Network for Phase Retrieval in Lensless Microscopy Imaging CVPR 2021