Interpretability

Double Trouble: How to not Explain a Text Classifier’s Decisions Using Counterfactuals Synthesized by Masked Language Models? AACL 2022 Do Users Benefit From Interpretable Vision? A User Study, Baseline, And Dataset ICLR 2022 Down and Across: Introducing Crossword-Solving as a New NLP Benchmark ACL 2022 Dual Decomposition of Convex Optimization Layers for Consistent Attention in Medical Images ICML 2022 DURINN: Adversarial Memory and Thread Interleaving for Detecting Durable Linearizability Bugs OSDI 2022 Dynamic Context Extraction for Citation Classification AACL 2022 Effective Cross-Task Transfer Learning for Explainable Natural Language Inference with T5 EMNLP 2022 Efficient Computation of Higher-Order Subgraph Attribution via Message Passing ICML 2022 Efficiently Computing Local Lipschitz Constants of Neural Networks via Bound Propagation NeurIPS 2022 Efficient Tactile Simulation with Differentiability for Robotic Manipulation CoRL 2022 Emergent Structures and Training Dynamics in Large Language Models ACL 2022 Emoji semantics/pragmatics: investigating commitment and lying NAACL 2022 End-To-End Label Uncertainty Modeling for Speech-based Arousal Recognition Using Bayesian Neural Networks Interspeech 2022 Enhancing Self-Consistency and Performance of Pre-Trained Language Models through Natural Language Inference EMNLP 2022 Entailment Tree Explanations via Iterative Retrieval-Generation Reasoner NAACL 2022 Entity-based Neural Local Coherence Modeling ACL 2022 Entropy- and Distance-Based Predictors From GPT-2 Attention Patterns Predict Reading Times Over and Above GPT-2 Surprisal EMNLP 2022 Entropy-Based Logic Explanations of Neural Networks AAAI 2022 Epistemic Logic of Likelihood and Belief IJCAI 2022 EPT-X: An Expression-Pointer Transformer model that generates eXplanations for numbers ACL 2022 ER-Test: Evaluating Explanation Regularization Methods for Language Models EMNLP 2022 Estimating Example Difficulty Using Variance of Gradients CVPR 2022 Evaluating Explainable AI on a Multi-Modal Medical Imaging Task: Can Existing Algorithms Fulfill Clinical Requirements? AAAI 2022 Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts NeurIPS 2022 Evaluating Uncertainty-Based Deep Learning Explanations for Prostate Lesion Detection MLHC 2022