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gradient analysis

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representation learning (4) large language model (3) neural network (3) saliency map (3) neural network optimization (3) feature attribution (3) self-supervised learning (3) contrastive learning (3) graph neural network (2) image gradient (2)

Papers

Explaining the Explainer: A First Theoretical Analysis of LIME AISTATS 2020 Gradient-based Analysis of NLP Models is Manipulable EMNLP 2020 There and Back Again: Revisiting Backpropagation Saliency Methods CVPR 2020 Understanding Attention for Text Classification ACL 2020 Understanding the Difficulty of Training Transformers EMNLP 2020 PointCloud Saliency Maps ICCV 2019 State Gradients for RNN Memory Analysis EMNLP 2018 Understanding Black-box Predictions via Influence Functions ICML 2017 Discriminative Blur Detection Features CVPR 2014 Exploiting Reflection Change for Automatic Reflection Removal ICCV 2013