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Interpretability

7,318 papers

Papers per year

Papers

Shaping Noise for Robust Attributions in Neural Stochastic Differential Equations AAAI 2022
Unsupervised Causal Binary Concepts Discovery with VAE for Black-Box Model Explanation AAAI 2022
Do Feature Attribution Methods Correctly Attribute Features? AAAI 2022
PlanVerb: Domain-Independent Verbalization and Summary of Task Plans AAAI 2022
Training-Free Uncertainty Estimation for Dense Regression: Sensitivity as a Surrogate AAAI 2022
Planning with Explanations for Finding Desired Meeting Points on Graphs AAAI 2022
Pinpointing Fine-Grained Relationships between Hateful Tweets and Replies AAAI 2022
Diagnostics-Guided Explanation Generation AAAI 2022
Adversarial Training for Improving Model Robustness? Look at Both Prediction and Interpretation AAAI 2022
LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification AAAI 2022
Probing Linguistic Information for Logical Inference in Pre-trained Language Models AAAI 2022
Flexible Instance-Specific Rationalization of NLP Models AAAI 2022
Nice Perfume. How Long Did You Marinate in It? Multimodal Sarcasm Explanation AAAI 2022
Span-Based Semantic Role Labeling with Argument Pruning and Second-Order Inference AAAI 2022
Unifying Model Explainability and Robustness for Joint Text Classification and Rationale Extraction AAAI 2022
Transformer Uncertainty Estimation with Hierarchical Stochastic Attention AAAI 2022
Are Vision-Language Transformers Learning Multimodal Representations? A Probing Perspective AAAI 2022
Supervising Model Attention with Human Explanations for Robust Natural Language Inference AAAI 2022
Probing Word Syntactic Representations in the Brain by a Feature Elimination Method AAAI 2022
Interpretable Low-Resource Legal Decision Making AAAI 2022
Interpreting Gender Bias in Neural Machine Translation: Multilingual Architecture Matters AAAI 2022
Evaluating Explainable AI on a Multi-Modal Medical Imaging Task: Can Existing Algorithms Fulfill Clinical Requirements? AAAI 2022
Optimal Local Explainer Aggregation for Interpretable Prediction AAAI 2022
Fair Conformal Predictors for Applications in Medical Imaging AAAI 2022
LIMREF: Local Interpretable Model Agnostic Rule-Based Explanations for Forecasting, with an Application to Electricity Smart Meter Data AAAI 2022