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Interpretability

7,318 papers

Papers per year

Papers

Inverse Contextual Bandits: Learning How Behavior Evolves over Time ICML 2022
Datamodels: Understanding Predictions with Data and Data with Predictions ICML 2022
Sanity Simulations for Saliency Methods ICML 2022
Rethinking Attention-Model Explainability through Faithfulness Violation Test ICML 2022
A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions ICML 2022
Interpretable Neural Networks with Frank-Wolfe: Sparse Relevance Maps and Relevance Orderings ICML 2022
Knowledge-Grounded Self-Rationalization via Extractive and Natural Language Explanations ICML 2022
A Dynamical System Perspective for Lipschitz Neural Networks ICML 2022
Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism ICML 2022
DNNR: Differential Nearest Neighbors Regression ICML 2022
Linear Adversarial Concept Erasure ICML 2022
Dual Decomposition of Convex Optimization Layers for Consistent Attention in Medical Images ICML 2022
A Consistent and Efficient Evaluation Strategy for Attribution Methods ICML 2022
The Neural Race Reduction: Dynamics of Abstraction in Gated Networks ICML 2022
Structure Preserving Neural Networks: A Case Study in the Entropy Closure of the Boltzmann Equation ICML 2022
Improved StyleGAN-v2 based Inversion for Out-of-Distribution Images ICML 2022
Interpretable Off-Policy Learning via Hyperbox Search ICML 2022
Prototype Based Classification from Hierarchy to Fairness ICML 2022
Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four ICML 2022
Accelerating Shapley Explanation via Contributive Cooperator Selection ICML 2022
Robust Models Are More Interpretable Because Attributions Look Normal ICML 2022
COAT: Measuring Object Compositionality in Emergent Representations ICML 2022
Efficient Computation of Higher-Order Subgraph Attribution via Message Passing ICML 2022
A Psychological Theory of Explainability ICML 2022
Locally Sparse Neural Networks for Tabular Biomedical Data ICML 2022