neural network interpretability

Provably Robust and Plausible Counterfactual Explanations for Neural Networks via Robust Optimisation ACML 2023 Rigorously Assessing Natural Language Explanations of Neurons EMNLP 2023 SEAT: Stable and Explainable Attention AAAI 2023 SmoothHess: ReLU Network Feature Interactions via Stein's Lemma NeurIPS 2023 Towards a fuller understanding of neurons with Clustered Compositional Explanations NeurIPS 2023 Transparency at the Source: Evaluating and Interpreting Language Models With Access to the True Distribution EMNLP 2023 Unlocking Feature Visualization for Deep Network with MAgnitude Constrained Optimization NeurIPS 2023 A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions ICML 2022 Convergent Representations of Computer Programs in Human and Artificial Neural Networks NeurIPS 2022 Evaluation beyond Task Performance: Analyzing Concepts in AlphaZero in Hex NeurIPS 2022 Expert-Informed, User-Centric Explanations for Machine Learning AAAI 2022 HINT: Hierarchical Neuron Concept Explainer CVPR 2022 Interpretable Neural Networks with Frank-Wolfe: Sparse Relevance Maps and Relevance Orderings ICML 2022 Language Models Understand Us, Poorly EMNLP 2022 Locally Distributed Activation Vectors for Guided Feature Attribution COLING 2022 Rethinking Influence Functions of Neural Networks in the Over-Parameterized Regime AAAI 2022 Architecture Disentanglement for Deep Neural Networks ICCV 2021 A Unified Taylor Framework for Revisiting Attribution Methods AAAI 2021 Causal Abstractions of Neural Networks NeurIPS 2021 Causal Analysis of Syntactic Agreement Mechanisms in Neural Language Models ACL 2021 Does My Representation Capture X? Probe-Ably ACL 2021 Explaining Local, Global, and Higher-Order Interactions in Deep Learning ICCV 2021 Guided Integrated Gradients: An Adaptive Path Method for Removing Noise CVPR 2021 i-Algebra: Towards Interactive Interpretability of Deep Neural Networks AAAI 2021 Interpreting Super-Resolution Networks With Local Attribution Maps CVPR 2021