conftrace_

neural network interpretability

114 papers

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Co-occurring keywords

neural network (6616) feature attribution (280) deep neural network (1803) representation learning (6206) large language model (13587) attribution method (79) image classification (1944) convolutional neural network (4226) model explanation (155) model analysis (56)

Papers

Easy to Decide, Hard to Agree: Reducing Disagreements Between Saliency Methods ACL 2023
Concept Distillation: Leveraging Human-Centered Explanations for Model Improvement NIPS 2023
Language Models Understand Us, Poorly EMNLP 2022
A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions ICML 2022
Causal Analysis of Syntactic Agreement Neurons in Multilingual Language Models EMNLP 2022
A Fine-grained Interpretability Evaluation Benchmark for Neural NLP EMNLP 2022
Evaluation beyond Task Performance: Analyzing Concepts in AlphaZero in Hex NIPS 2022
Locally Distributed Activation Vectors for Guided Feature Attribution COLING 2022
HINT: Hierarchical Neuron Concept Explainer CVPR 2022
Rethinking Influence Functions of Neural Networks in the Over-Parameterized Regime AAAI 2022
Convergent Representations of Computer Programs in Human and Artificial Neural Networks NIPS 2022
Interpretable Neural Networks with Frank-Wolfe: Sparse Relevance Maps and Relevance Orderings ICML 2022
Expert-Informed, User-Centric Explanations for Machine Learning AAAI 2022
Integrated Directional Gradients: Feature Interaction Attribution for Neural NLP Models IJCNLP 2021
Towards Better Explanations of Class Activation Mapping ICCV 2021
Explaining Local, Global, and Higher-Order Interactions in Deep Learning ICCV 2021
A Unified Taylor Framework for Revisiting Attribution Methods AAAI 2021
i-Algebra: Towards Interactive Interpretability of Deep Neural Networks AAAI 2021
Attention Flows are Shapley Value Explanations IJCNLP 2021
Architecture Disentanglement for Deep Neural Networks ICCV 2021
Does My Representation Capture X? Probe-Ably ACL 2021
Interpreting Super-Resolution Networks With Local Attribution Maps CVPR 2021
Causal Abstractions of Neural Networks NIPS 2021
Causal Analysis of Syntactic Agreement Mechanisms in Neural Language Models ACL 2021
Neural Response Interpretation Through the Lens of Critical Pathways CVPR 2021