Interpretability

BERTective: Language Models and Contextual Information for Deception Detection EACL 2021 BERT meets Shapley: Extending SHAP Explanations to Transformer-based Classifiers EACL 2021 BERTology Meets Biology: Interpreting Attention in Protein Language Models ICLR 2021 Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game NeurIPS 2021 Beyond the Tip of the Iceberg: Assessing Coherence of Text Classifiers EMNLP 2021 Beyond Trivial Counterfactual Explanations With Diverse Valuable Explanations ICCV 2021 Black-Box Explanation of Object Detectors via Saliency Maps CVPR 2021 Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View Synthesis ICLR 2021 Breadth First Reasoning Graph for Multi-hop Question Answering NAACL 2021 Breaking Shortcuts by Masking for Robust Visual Reasoning WACV 2021 Bridging Perception, Memory, and Inference through Semantic Relations EMNLP 2021 Building Interpretable Interaction Trees for Deep NLP Models AAAI 2021 Building Reliable Explanations of Unreliable Neural Networks: Locally Smoothing Perspective of Model Interpretation CVPR 2021 Calibrating Concepts and Operations: Towards Symbolic Reasoning on Real Images ICCV 2021 CAMERAS: Enhanced Resolution and Sanity Preserving Class Activation Mapping for Image Saliency CVPR 2021 Can Information Flows Suggest Targets for Interventions in Neural Circuits? NeurIPS 2021 Can Transformer Language Models Predict Psychometric Properties? ACL 2021 Causal Abstractions of Neural Networks NeurIPS 2021 Causal Analysis of Syntactic Agreement Mechanisms in Neural Language Models ACL 2021 CDRNN: Discovering Complex Dynamics in Human Language Processing ACL 2021 CentripetalText: An Efficient Text Instance Representation for Scene Text Detection NeurIPS 2021 Certifying Top-Down Decision-DNNF Compilers AAAI 2021 Characterizing possible failure modes in physics-informed neural networks NeurIPS 2021 Characterizing the risk of fairwashing NeurIPS 2021 Choice Logics and Their Computational Properties IJCAI 2021