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Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

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Title
An Open API Architecture to Discover the Trustworthy Explanation of Cloud AI Services Zerui Wang Yan Liu Jun Huang 90 2 0 05 Nov 2024
Differentially Private Integrated Decision Gradients (IDG-DP) for Radar-based Human Activity Recognition Idris Zakariyya Linda Tran Kaushik Bhargav Sivangi Paul Henderson Fani Deligianni 67 0 0 04 Nov 2024
Shortcut Learning in In-Context Learning: A Survey Rui Song Yingji Li Fausto Giunchiglia Fausto Giunchiglia Hao Xu 126 3 0 04 Nov 2024
GraphXAIN: Narratives to Explain Graph Neural Networks Mateusz Cedro David Martens 158 0 0 04 Nov 2024
Enriching Tabular Data with Contextual LLM Embeddings: A Comprehensive Ablation Study for Ensemble Classifiers Gjergji Kasneci Enkelejda Kasneci LMTD 116 2 0 03 Nov 2024
SPES: Spectrogram Perturbation for Explainable Speech-to-Text Generation Dennis Fucci Marco Gaido Beatrice Savoldi Matteo Negri Mauro Cettolo L. Bentivogli 274 3 0 03 Nov 2024
Learning local discrete features in explainable-by-design convolutional neural networks Pantelis I. Kaplanoglou Konstantinos Diamantaras FAtt 102 1 0 31 Oct 2024
Identifying Spatio-Temporal Drivers of Extreme Events Mohamad Hakam Shams Eddin Juergen Gall AI4TS 108 0 0 31 Oct 2024
Transformers to Predict the Applicability of Symbolic Integration Routines Rashid Barket Uzma Shafiq Matthew England Juergen Gerhard 46 0 0 31 Oct 2024
Guided Game Level Repair via Explainable AI Mahsa Bazzaz Seth Cooper 121 2 0 30 Oct 2024
DISCERN: Decoding Systematic Errors in Natural Language for Text Classifiers Rakesh R Menon Shashank Srivastava 46 2 0 29 Oct 2024
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 53 1 0 29 Oct 2024
Efficient Training of Sparse Autoencoders for Large Language Models via Layer Groups Davide Ghilardi Federico Belotti Marco Molinari 82 6 0 28 Oct 2024
On the Black-box Explainability of Object Detection Models for Safe and Trustworthy Industrial Applications Alain Andres Aitor Martinez-Seras I. Laña Javier Del Ser AAML 68 2 0 28 Oct 2024
Interpretable Image Classification with Adaptive Prototype-based Vision Transformers Chiyu Ma J. Donnelly Wenjun Liu Soroush Vosoughi Cynthia Rudin Chaofan Chen ViT 76 8 0 28 Oct 2024
Causal Abstraction in Model Interpretability: A Compact Survey Yihao Zhang 77 0 0 26 Oct 2024
Evaluating the Influences of Explanation Style on Human-AI Reliance Emma Casolin Flora D. Salim Ben Newell 85 1 0 26 Oct 2024
Peter Parker or Spiderman? Disambiguating Multiple Class Labels Nuthan Mummani Simran Ketha Venkatakrishnan Ramaswamy 51 0 0 25 Oct 2024
Highly efficient non-rigid registration in k-space with application to cardiac Magnetic Resonance Imaging Aya Ghoul Kerstin Hammernik Andreas Lingg Patrick Krumm Daniel Rueckert S. Gatidis Thomas Kustner MedIm 38 0 0 24 Oct 2024
Explainable News Summarization -- Analysis and mitigation of Disagreement Problem Seema Aswani Sujala D. Shetty 60 0 0 24 Oct 2024
Towards Understanding the Fragility of Multilingual LLMs against Fine-Tuning Attacks Samuele Poppi Zheng-Xin Yong Yifei He Bobbie Chern Han Zhao Aobo Yang Jianfeng Chi AAML 163 21 0 23 Oct 2024
The Tug of War Within: Mitigating the Fairness-Privacy Conflicts in Large Language Models Chen Qian Dongrui Liu Jie Zhang Yong Liu Jing Shao 86 1 0 22 Oct 2024
Modeling Visual Memorability Assessment with Autoencoders Reveals Characteristics of Memorable Images Elham Bagheri Yalda Mohsenzadeh 151 0 0 19 Oct 2024
Reproducibility study of "LICO: Explainable Models with Language-Image Consistency" Luan Fletcher Robert van der Klis Martin Sedláček Stefan Vasilev Christos Athanasiadis 82 1 0 17 Oct 2024
Seeing Through VisualBERT: A Causal Adventure on Memetic Landscapes Dibyanayan Bandyopadhyay Mohammed Hasanuzzaman Asif Ekbal AAML 55 1 0 17 Oct 2024
PromptExp: Multi-granularity Prompt Explanation of Large Language Models Ximing Dong Shaowei Wang Dayi Lin Gopi Krishnan Rajbahadur Boquan Zhou Shichao Liu Ahmed E. Hassan AAML LRM 84 1 0 16 Oct 2024
SSET: Swapping-Sliding Explanation for Time Series Classifiers in Affect Detection Nazanin Fouladgar Marjan Alirezaie Kary Främling AI4TS FAtt 41 0 0 16 Oct 2024
Rethinking Visual Counterfactual Explanations Through Region Constraint Bartlomiej Sobieski Jakub Grzywaczewski Bartlomiej Sadlej Matthew Tivnan P. Biecek CML 79 1 0 16 Oct 2024
Revealing the Barriers of Language Agents in Planning Jian Xie Kexun Zhang Jiangjie Chen Siyu Yuan Kai Zhang Yikai Zhang Lei Li Yanghua Xiao LM&Ro AIFin LRM 124 12 0 16 Oct 2024
SoK: Prompt Hacking of Large Language Models Baha Rababah Shang Wu Matthew Kwiatkowski Carson Leung Cuneyt Gurcan Akcora AAML 60 3 0 16 Oct 2024
Explainable AI Methods for Multi-Omics Analysis: A Survey Ahmad Hussein Mukesh Prasad Ali Braytee SyDa 30 1 0 15 Oct 2024
BlendRL: A Framework for Merging Symbolic and Neural Policy Learning Hikaru Shindo Quentin Delfosse Devendra Singh Dhami Kristian Kersting 135 5 0 15 Oct 2024
DynaCLR: Contrastive Learning of Cellular Dynamics with Temporal Regularization Eduardo Hirata-Miyasaki Soorya Pradeep Ziwen Liu Alishba Imran Taylla Milena Theodoro ... Michelle Grunberg Hunter Woosley Madhura Bhave Carolina Arias Shalin B. Mehta 97 0 0 15 Oct 2024
Study on the Helpfulness of Explainable Artificial Intelligence Tobias Labarta Elizaveta Kulicheva Ronja Froelian Christian Geißler Xenia Melman Julian von Klitzing ELM 58 1 0 14 Oct 2024
Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification? Gabriel Roccabruna Massimo Rizzoli Giuseppe Riccardi 83 1 0 14 Oct 2024
XAI-based Feature Selection for Improved Network Intrusion Detection Systems Osvaldo Arreche Tanish Guntur Mustafa Abdallah AAML 54 0 0 14 Oct 2024
Benchmark Inflation: Revealing LLM Performance Gaps Using Retro-Holdouts Jacob Haimes Cenny Wenner Kunvar Thaman Vassil Tashev Clement Neo Esben Kran Jason Schreiber 66 6 0 11 Oct 2024
M3Hop-CoT: Misogynous Meme Identification with Multimodal Multi-hop Chain-of-Thought G. Kumari Kirtan Jain Asif Ekbal 110 4 0 11 Oct 2024
Non-transferable Pruning Ruyi Ding Lili Su A. A. Ding Yunsi Fei AAML 72 2 0 10 Oct 2024
Rethinking the Principle of Gradient Smooth Methods in Model Explanation Linjiang Zhou Chao Ma Zepeng Wang Xiaochuan Shi FAtt 64 0 0 10 Oct 2024
Audio Explanation Synthesis with Generative Foundation Models Alican Akman Qiyang Sun Björn W. Schuller 75 1 0 10 Oct 2024
Kernel Banzhaf: A Fast and Robust Estimator for Banzhaf Values Yurong Liu R. Teal Witter Flip Korn Tarfah Alrashed Dimitris Paparas Christopher Musco Juliana Freire FAtt 130 0 0 10 Oct 2024
Unlearning-based Neural Interpretations Ching Lam Choi Alexandre Duplessis Serge Belongie FAtt 268 0 0 10 Oct 2024
SAGE: Scalable Ground Truth Evaluations for Large Sparse Autoencoders Constantin Venhoff Anisoara Calinescu Philip Torr Christian Schroeder de Witt 74 0 0 09 Oct 2024
Mitigating the Language Mismatch and Repetition Issues in LLM-based Machine Translation via Model Editing Weichuan Wang Zhaoyi Li Defu Lian Chen Ma Linqi Song Ying Wei 103 8 0 09 Oct 2024
Faithful Interpretation for Graph Neural Networks Lijie Hu Tianhao Huang Lu Yu Wanyu Lin Tianhang Zheng Di Wang 76 3 0 09 Oct 2024
Towards Interpreting Visual Information Processing in Vision-Language Models Clement Neo Luke Ong Philip Torr Mor Geva David M. Krueger Fazl Barez 137 15 0 09 Oct 2024
A mechanistically interpretable neural network for regulatory genomics Alex Tseng Gökçen Eraslan Tommaso Biancalani Gabriele Scalia 39 1 0 08 Oct 2024
Jet Expansions of Residual Computation Yihong Chen Xiangxiang Xu Yao Lu Pontus Stenetorp Luca Franceschi 98 3 0 08 Oct 2024
Explanation sensitivity to the randomness of large language models: the case of journalistic text classification Jérémie Bogaert Marie-Catherine de Marneffe Antonin Descampe Louis Escouflaire Cedrick Fairon François-Xavier Standaert 100 1 0 07 Oct 2024