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Learning to Estimate Shapley Values with Vision Transformers

10 June 2022

Papers citing "Learning to Estimate Shapley Values with Vision Transformers"

25 / 25 papers shown

Title
Reasoning Like an Economist: Post-Training on Economic Problems Induces Strategic Generalization in LLMs Yufa Zhou S. Wang Xingyu Dong Xiangqi Jin Yifang Chen Yue Min Kexin Yang Xingzhang Ren Dayiheng Liu Linfeng Zhang OffRL LRM 28 0 0 31 May 2025
FW-Shapley: Real-time Estimation of Weighted Shapley Values Pranoy Panda Siddharth Tandon V. Balasubramanian TDI 153 1 0 09 Mar 2025
Gnothi Seauton: Empowering Faithful Self-Interpretability in Black-Box Transformers Shaobo Wang Hongxuan Tang Mingyang Wang Hao Zhang Xuyang Liu Weiya Li Xuming Hu Linfeng Zhang 46 0 0 29 Oct 2024
Locality Alignment Improves Vision-Language Models Ian Covert Tony Sun James Zou Tatsunori Hashimoto VLM 267 7 0 14 Oct 2024
Output Scouting: Auditing Large Language Models for Catastrophic Responses Andrew Bell Joao Fonseca KELM 145 2 0 04 Oct 2024
Probabilistic Conceptual Explainers: Trustworthy Conceptual Explanations for Vision Foundation Models Hengyi Wang Shiwei Tan Hao Wang BDL 126 7 0 18 Jun 2024
Interpretability Needs a New Paradigm Andreas Madsen Himabindu Lakkaraju Siva Reddy Sarath Chandar 72 3 0 08 May 2024
Prospector Heads: Generalized Feature Attribution for Large Models & Data Gautam Machiraju Alexander Derry Arjun D Desai Neel Guha Amir-Hossein Karimi James Zou Russ Altman Christopher Ré Parag Mallick AI4TS MedIm 121 0 0 18 Feb 2024
Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution Ian Covert Chanwoo Kim Su-In Lee James Zou Tatsunori Hashimoto TDI 111 11 0 29 Jan 2024
Identifying Important Group of Pixels using Interactions Kosuke Sumiyasu Kazuhiko Kawamoto Hiroshi Kera 75 2 0 08 Jan 2024
TVE: Learning Meta-attribution for Transferable Vision Explainer Guanchu Wang Yu-Neng Chuang Fan Yang Mengnan Du Chia-Yuan Chang ... Zirui Liu Zhaozhuo Xu Kaixiong Zhou Xuanting Cai Helen Zhou 111 1 0 23 Dec 2023
Explainability of Vision Transformers: A Comprehensive Review and New Perspectives Rojina Kashefi Leili Barekatain Mohammad Sabokrou Fatemeh Aghaeipoor ViT 105 11 0 12 Nov 2023
The Thousand Faces of Explainable AI Along the Machine Learning Life Cycle: Industrial Reality and Current State of Research Thomas Decker Ralf Gross Alexander Koebler Michael Lebacher Ronald Schnitzer Stefan H. Weber 80 2 0 11 Oct 2023
SHAP@k:Efficient and Probably Approximately Correct (PAC) Identification of Top-k Features Sanjay Kariyappa Leonidas Tsepenekas Freddy Lecue Daniele Magazzeni FAtt 55 6 0 10 Jul 2023
On the Robustness of Removal-Based Feature Attributions Christy Lin Ian Covert Su-In Lee 122 13 0 12 Jun 2023
A Unified Concept-Based System for Local, Global, and Misclassification Explanations Fatemeh Aghaeipoor D. Asgarian Mohammad Sabokrou FAtt 59 0 0 06 Jun 2023
CoRTX: Contrastive Framework for Real-time Explanation Yu-Neng Chuang Guanchu Wang Fan Yang Quan-Gen Zhou Pushkar Tripathi Xuanting Cai Helen Zhou 91 20 0 05 Mar 2023
The Meta-Evaluation Problem in Explainable AI: Identifying Reliable Estimators with MetaQuantus Anna Hedström P. Bommer Kristoffer K. Wickstrom Wojciech Samek Sebastian Lapuschkin Marina M.-C. Höhne 106 21 0 14 Feb 2023
Efficient XAI Techniques: A Taxonomic Survey Yu-Neng Chuang Guanchu Wang Fan Yang Zirui Liu Xuanting Cai Mengnan Du Helen Zhou 74 34 0 07 Feb 2023
Weakly Supervised Learning Significantly Reduces the Number of Labels Required for Intracranial Hemorrhage Detection on Head CT Jacopo Teneggi Paul H. Yi Jeremias Sulam 79 4 0 29 Nov 2022
ViT-CX: Causal Explanation of Vision Transformers Weiyan Xie Xiao-hui Li Caleb Chen Cao Nevin L.Zhang ViT 111 20 0 06 Nov 2022
What does a platypus look like? Generating customized prompts for zero-shot image classification Sarah M Pratt Ian Covert Rosanne Liu Ali Farhadi VLM 189 224 0 07 Sep 2022
Algorithms to estimate Shapley value feature attributions Hugh Chen Ian Covert Scott M. Lundberg Su-In Lee TDI FAtt 93 236 0 15 Jul 2022
SHAP-XRT: The Shapley Value Meets Conditional Independence Testing Jacopo Teneggi Beepul Bharti Yaniv Romano Jeremias Sulam FAtt 90 5 0 14 Jul 2022
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.3K 17,211 0 16 Feb 2016