Interpretability

Robust and Stable Black Box Explanations ICML 2020 Robust Explanations for Visual Question Answering WACV 2020 Robustness to Modification with Shared Words in Paraphrase Identification EMNLP 2020 Robustness Verification for Transformers ICLR 2020 RoFT: A Tool for Evaluating Human Detection of Machine-Generated Text EMNLP 2020 SalSAC: A Video Saliency Prediction Model with Shuffled Attentions and Correlation-Based ConvLSTM AAAI 2020 SAM: The Sensitivity of Attribution Methods to Hyperparameters CVPR 2020 Sanity Checks for Saliency Metrics AAAI 2020 Scaling up Hybrid Probabilistic Inference with Logical and Arithmetic Constraints via Message Passing ICML 2020 Schema Aware Semantic Reasoning for Interpreting Natural Language Queries in Enterprise Settings COLING 2020 SCOUT: Self-Aware Discriminant Counterfactual Explanations CVPR 2020 Second-Order NLP Adversarial Examples EMNLP 2020 Select, Answer and Explain: Interpretable Multi-Hop Reading Comprehension over Multiple Documents AAAI 2020 Self-Learning With Rectification Strategy for Human Parsing CVPR 2020 Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness NeurIPS 2020 Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets ICLR 2020 SLICE: Supersense-based Lightweight Interpretable Contextual Embeddings COLING 2020 Small Data, Big Decisions: Model Selection in the Small-Data Regime ICML 2020 Smart Tube: A Biofeedback System for Vocal Training and Therapy Through Tube Phonation Interspeech 2020 Smoothed Geometry for Robust Attribution NeurIPS 2020 Social Bias Frames: Reasoning about Social and Power Implications of Language ACL 2020 Span-based Localizing Network for Natural Language Video Localization ACL 2020 Span Recovery for Deep Neural Networks with Applications to Input Obfuscation ICLR 2020 Spying on Your Neighbors: Fine-grained Probing of Contextual Embeddings for Information about Surrounding Words ACL 2020 SQuINTing at VQA Models: Introspecting VQA Models With Sub-Questions CVPR 2020