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Interpretability

7318 directly classified papers

Papers per year

Papers

Creating Interpretable Data-Driven Approaches for Remote Health Monitoring AAAI 2021

Towards a Theoretical Understanding of the Robustness of Variational Autoencoders AISTATS 2021

Generating Interpretable Counterfactual Explanations By Implicit Minimisation of Epistemic and Aleatoric Uncertainties AISTATS 2021

Nonlinear Projection Based Gradient Estimation for Query Efficient Blackbox Attacks AISTATS 2021

Interpretable Random Forests via Rule Extraction AISTATS 2021

Efficient Computation and Analysis of Distributional Shapley Values AISTATS 2021

Shapley Flow: A Graph-based Approach to Interpreting Model Predictions AISTATS 2021

Interpretable and Trustworthy Deepfake Detection via Dynamic Prototypes WACV 2021

Breaking Shortcuts by Masking for Robust Visual Reasoning WACV 2021

A Training-free and Reference-free Summarization Evaluation Metric via Centrality-weighted Relevance and Self-referenced Redundancy IJCNLP 2021

ADEPT: An Adjective-Dependent Plausibility Task IJCNLP 2021

UAlberta at SemEval-2021 Task 2: Determining Sense Synonymy via Translations IJCNLP 2021

Targets and Aspects in Social Media Hate Speech IJCNLP 2021

Which Linguist Invented the Lightbulb? Presupposition Verification for Question-Answering IJCNLP 2021

Explanations for CommonsenseQA: New Dataset and Models IJCNLP 2021

Human-Model Divergence in the Handling of Vagueness IJCNLP 2021

ILDC for CJPE: Indian Legal Documents Corpus for Court Judgment Prediction and Explanation IJCNLP 2021

Neural-Symbolic Solver for Math Word Problems with Auxiliary Tasks IJCNLP 2021

Breaking Down Walls of Text: How Can NLP Benefit Consumer Privacy? IJCNLP 2021

Recognizing Multimodal Entailment IJCNLP 2021

Weakly Supervised Named Entity Tagging with Learnable Logical Rules IJCNLP 2021

Probabilistic, Structure-Aware Algorithms for Improved Variety, Accuracy, and Coverage of AMR Alignments IJCNLP 2021

Dependency Patterns of Complex Sentences and Semantic Disambiguation for Abstract Meaning Representation Parsing IJCNLP 2021

Modeling Semantics and Pragmatics of Spatial Prepositions via Hierarchical Common-Sense Primitives IJCNLP 2021

GHOST at SemEval-2021 Task 5: Is explanation all you need? IJCNLP 2021