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saliency method

29 papers

Papers

Feature Attribution for Human Sensing with Radio Signals AAAI 2026 Hidden Monotonicity: Explaining Deep Neural Networks via their DC Decomposition CVPR 2026 CGS-Mask: Making Time Series Predictions Intuitive for All AAAI 2024 Evaluating Saliency Explanations in NLP by Crowdsourcing COLING 2024 Exploring the Trade-off Between Model Performance and Explanation Plausibility of Text Classifiers Using Human Rationales NAACL 2024 Goodhart’s Law Applies to NLP’s Explanation Benchmarks EACL 2024 Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented Generation EMNLP 2024 Easy to Decide, Hard to Agree: Reducing Disagreements Between Saliency Methods ACL 2023 Examining Autoexposure for Challenging Scenes ICCV 2023 Region-based Saliency Explanations on the Recognition of Facial Genetic Syndromes MLHC 2023 A Comprehensive Study of Image Classification Model Sensitivity to Foregrounds, Backgrounds, and Visual Attributes CVPR 2022 A Fine-grained Interpretability Evaluation Benchmark for Neural NLP CoNLL 2022 Explaining Classes through Stable Word Attributions ACL 2022 New Definitions and Evaluations for Saliency Methods: Staying Intrinsic, Complete and Sound NeurIPS 2022 Sanity Simulations for Saliency Methods ICML 2022 An Investigation of Language Model Interpretability via Sentence Editing EMNLP 2021 Evaluating Saliency Methods for Neural Language Models NAACL 2021 Improving Deep Learning Interpretability by Saliency Guided Training NeurIPS 2021 Relative Importance in Sentence Processing ACL 2021 SalKG: Learning From Knowledge Graph Explanations for Commonsense Reasoning NeurIPS 2021 Benchmarking Deep Learning Interpretability in Time Series Predictions NeurIPS 2020 Explaining Black Box Predictions and Unveiling Data Artifacts through Influence Functions ACL 2020 Large Scale Evaluation of Importance Maps in Automatic Speech Recognition Interspeech 2020 The elephant in the interpretability room: Why use attention as explanation when we have saliency methods? EMNLP 2020 There and Back Again: Revisiting Backpropagation Saliency Methods CVPR 2020