Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

50 / 2,822 papers shown

Title
GraphXAIN: Narratives to Explain Graph Neural Networks Mateusz Cedro David Martens 52 0 0 04 Nov 2024
Enriching Tabular Data with Contextual LLM Embeddings: A Comprehensive Ablation Study for Ensemble Classifiers Gjergji Kasneci Enkelejda Kasneci LMTD 33 1 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 57 1 0 03 Nov 2024
Learning local discrete features in explainable-by-design convolutional neural networks Pantelis I. Kaplanoglou Konstantinos Diamantaras FAtt 54 1 0 31 Oct 2024
Identifying Spatio-Temporal Drivers of Extreme Events Mohamad Hakam Shams Eddin Juergen Gall AI4TS 50 0 0 31 Oct 2024
Transformers to Predict the Applicability of Symbolic Integration Routines Rashid Barket Uzma Shafiq Matthew England Juergen Gerhard 27 0 0 31 Oct 2024
Guided Game Level Repair via Explainable AI Mahsa Bazzaz Seth Cooper 57 1 0 30 Oct 2024
DISCERN: Decoding Systematic Errors in Natural Language for Text Classifiers Rakesh R Menon Shashank Srivastava 26 1 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 19 0 0 29 Oct 2024
Efficient Training of Sparse Autoencoders for Large Language Models via Layer Groups Davide Ghilardi Federico Belotti Marco Molinari 40 2 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 40 1 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 47 8 0 28 Oct 2024
Causal Abstraction in Model Interpretability: A Compact Survey Yihao Zhang 33 0 0 26 Oct 2024
Evaluating the Influences of Explanation Style on Human-AI Reliance Emma Casolin Flora D. Salim Ben Newell 21 1 0 26 Oct 2024
Peter Parker or Spiderman? Disambiguating Multiple Class Labels Nuthan Mummani Simran Ketha Venkatakrishnan Ramaswamy 24 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 13 0 0 24 Oct 2024
Explainable News Summarization -- Analysis and mitigation of Disagreement Problem Seema Aswani Sujala D. Shetty 36 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 50 15 0 23 Oct 2024
DEAN: Deactivating the Coupled Neurons to Mitigate Fairness-Privacy Conflicts in Large Language Models Chen Qian Dongrui Liu Jie Zhang Yong Liu Jing Shao 40 1 0 22 Oct 2024
Modeling Visual Memorability Assessment with Autoencoders Reveals Characteristics of Memorable Images Elham Bagheri Yalda Mohsenzadeh 21 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 40 1 0 17 Oct 2024
Seeing Through VisualBERT: A Causal Adventure on Memetic Landscapes Dibyanayan Bandyopadhyay Mohammed Hasanuzzaman Asif Ekbal AAML 39 0 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 30 1 0 16 Oct 2024
SSET: Swapping-Sliding Explanation for Time Series Classifiers in Affect Detection Nazanin Fouladgar Marjan Alirezaie Kary Främling AI4TS FAtt 23 0 0 16 Oct 2024
Rethinking Visual Counterfactual Explanations Through Region Constraint Bartlomiej Sobieski Jakub Grzywaczewski Bartlomiej Sadlej Matthew Tivnan P. Biecek CML 43 0 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 35 6 0 16 Oct 2024
SoK: Prompt Hacking of Large Language Models Baha Rababah Shang Wu Matthew Kwiatkowski Carson Leung Cuneyt Gurcan Akcora AAML 43 2 0 16 Oct 2024
Contrastive learning of cell state dynamics in response to perturbations Soorya Pradeep Alishba Imran Ziwen Liu Taylla Milena Theodoro Eduardo Hirata-Miyasaki ... Madhura Bhave Sudip Khadka Hunter Woosley Carolina Arias Shalin B. Mehta 31 0 0 15 Oct 2024
Explainable AI Methods for Multi-Omics Analysis: A Survey Ahmad Hussein Mukesh Prasad Ali Braytee SyDa 15 0 0 15 Oct 2024
BlendRL: A Framework for Merging Symbolic and Neural Policy Learning Hikaru Shindo Quentin Delfosse Devendra Singh Dhami Kristian Kersting 43 3 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 36 0 0 14 Oct 2024
Will LLMs Replace the Encoder-Only Models in Temporal Relation Classification? Gabriel Roccabruna Massimo Rizzoli Giuseppe Riccardi 31 1 0 14 Oct 2024
XAI-based Feature Selection for Improved Network Intrusion Detection Systems Osvaldo Arreche Tanish Guntur Mustafa Abdallah AAML 21 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 34 5 0 11 Oct 2024
M3Hop-CoT: Misogynous Meme Identification with Multimodal Multi-hop Chain-of-Thought G. Kumari Kirtan Jain Asif Ekbal 23 1 0 11 Oct 2024
Non-transferable Pruning Ruyi Ding Lili Su A. A. Ding Yunsi Fei AAML 24 2 0 10 Oct 2024
Rethinking the Principle of Gradient Smooth Methods in Model Explanation Linjiang Zhou Chao Ma Zepeng Wang Xiaochuan Shi FAtt 24 0 0 10 Oct 2024
Audio Explanation Synthesis with Generative Foundation Models Alican Akman Qiyang Sun Björn W. Schuller 25 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 49 0 0 10 Oct 2024
Unlearning-based Neural Interpretations Ching Lam Choi Alexandre Duplessis Serge Belongie FAtt 47 0 0 10 Oct 2024
SAGE: Scalable Ground Truth Evaluations for Large Sparse Autoencoders Constantin Venhoff Anisoara Calinescu Philip Torr Christian Schroeder de Witt 33 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 51 5 0 09 Oct 2024
Faithful Interpretation for Graph Neural Networks Lijie Hu Tianhao Huang Lu Yu Wanyu Lin Tianhang Zheng Di Wang 31 1 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 92 6 0 09 Oct 2024
A mechanistically interpretable neural network for regulatory genomics Alex Tseng Gökçen Eraslan Tommaso Biancalani Gabriele Scalia 31 0 0 08 Oct 2024
Jet Expansions of Residual Computation Yihong Chen Xiangxiang Xu Yao Lu Pontus Stenetorp Luca Franceschi 39 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 24 1 0 07 Oct 2024
Evaluating the Correctness of Inference Patterns Used by LLMs for Judgment Lu Chen Yuxuan Huang Yixing Li Dongrui Liu Qihan Ren Shuai Zhao Kun Kuang Zilong Zheng Quanshi Zhang 34 1 0 06 Oct 2024
Riemann Sum Optimization for Accurate Integrated Gradients Computation Swadesh Swain Shree Singhi 25 0 0 05 Oct 2024
Understanding the Effect of Algorithm Transparency of Model Explanations in Text-to-SQL Semantic Parsing Daking Rai Rydia R. Weiland Kayla Margaret Gabriella Herrera Tyler H. Shaw Ziyu Yao 41 1 0 05 Oct 2024