Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

50 / 2,822 papers shown

Title
Towards Locally Explaining Prediction Behavior via Gradual Interventions and Measuring Property Gradients Niklas Penzel Joachim Denzler FAtt 50 0 0 07 Mar 2025
A Unified Framework with Novel Metrics for Evaluating the Effectiveness of XAI Techniques in LLMs Melkamu Mersha Mesay Gemeda Yigezu Hassan Shakil Ali Al shami SangHyun Byun Jugal Kalita 62 0 0 06 Mar 2025
Enhancing Network Security Management in Water Systems using FM-based Attack Attribution Aleksandar Avdalovic Joseph Khoury Ahmad Taha E. Bou-Harb AAML 49 1 0 03 Mar 2025
Riemannian Integrated Gradients: A Geometric View of Explainable AI Federico Costanza Lachlan Simpson 37 0 0 02 Mar 2025
Investigating the Relationship Between Debiasing and Artifact Removal using Saliency Maps Lukasz Sztukiewicz Ignacy Stepka Michał Wiliński Jerzy Stefanowski 44 0 0 28 Feb 2025
Enhancing Explainability with Multimodal Context Representations for Smarter Robots Anargh Viswanath Lokesh Veeramacheneni Hendrik Buschmeier 43 0 0 28 Feb 2025
Foundation-Model-Boosted Multimodal Learning for fMRI-based Neuropathic Pain Drug Response Prediction Wenrui Fan L. M. Riza Rizky Jiayang Zhang Chen Chen Haiping Lu Kevin Teh Dinesh Selvarajah Shuo Zhou 42 0 0 28 Feb 2025
FedConv: A Learning-on-Model Paradigm for Heterogeneous Federated Clients Leming Shen Qiang Yang Kaiyan Cui Yuanqing Zheng Xiao-Yong Wei Jianwei Liu Jinsong Han FedML 75 11 0 28 Feb 2025
Interpreting CLIP with Hierarchical Sparse Autoencoders Vladimir Zaigrajew Hubert Baniecki P. Biecek 56 0 0 27 Feb 2025
Show and Tell: Visually Explainable Deep Neural Nets via Spatially-Aware Concept Bottleneck Models Itay Benou Tammy Riklin-Raviv 67 0 0 27 Feb 2025
QPM: Discrete Optimization for Globally Interpretable Image Classification Thomas Norrenbrock T. Kaiser Sovan Biswas R. Manuvinakurike Bodo Rosenhahn 62 0 0 27 Feb 2025
Models That Are Interpretable But Not Transparent Chudi Zhong Panyu Chen Cynthia Rudin AAML 66 0 0 26 Feb 2025
DBR: Divergence-Based Regularization for Debiasing Natural Language Understanding Models Zihao Li Ruixiang Tang Lu Cheng S. Wang Dawei Yin Jundong Li 75 0 0 25 Feb 2025
LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint Qianli Ma Dongrui Liu Qian Chen Linfeng Zhang Jing Shao MoMe 168 0 0 24 Feb 2025
Class-Dependent Perturbation Effects in Evaluating Time Series Attributions Gregor Baer Isel Grau Chao Zhang Pieter Van Gorp AAML 53 0 0 24 Feb 2025
Interpretable Retinal Disease Prediction Using Biology-Informed Heterogeneous Graph Representations Laurin Lux Alexander H. Berger Maria Romeo Tricas Alaa E. Fayed Shri Kiran Srinivasan Linus Kreitner Jonas Weidner M. Menten Daniel Rueckert Johannes C. Paetzold 51 2 0 23 Feb 2025
NeurFlow: Interpreting Neural Networks through Neuron Groups and Functional Interactions Tue Cao Nhat X. Hoang Hieu H. Pham P. Nguyen My T. Thai 90 0 0 22 Feb 2025
A Close Look at Decomposition-based XAI-Methods for Transformer Language Models L. Arras Bruno Puri Patrick Kahardipraja Sebastian Lapuschkin Wojciech Samek 46 0 0 21 Feb 2025
SPEX: Scaling Feature Interaction Explanations for LLMs J. S. Kang Landon Butler Abhineet Agarwal Y. E. Erginbas Ramtin Pedarsani Kannan Ramchandran Bin Yu VLM LRM 77 0 0 20 Feb 2025
Show Me Your Code! Kill Code Poisoning: A Lightweight Method Based on Code Naturalness Weisong Sun Yuchen Chen Mengzhe Yuan Chunrong Fang Zhenpeng Chen Chong Wang Yang Liu Baowen Xu Zhenyu Chen AAML 36 1 0 20 Feb 2025
Revisiting the Generalization Problem of Low-level Vision Models Through the Lens of Image Deraining Jinfan Hu Zhiyuan You Jinjin Gu Kaiwen Zhu Tianfan Xue Chao Dong 46 0 0 18 Feb 2025
From Abstract to Actionable: Pairwise Shapley Values for Explainable AI Jiaxin Xu Hung Chau Angela Burden TDI 50 0 0 18 Feb 2025
Suboptimal Shapley Value Explanations Xiaolei Lu FAtt 65 0 0 17 Feb 2025
Time-series attribution maps with regularized contrastive learning Steffen Schneider Rodrigo González Laiz Anastasiia Filippova Markus Frey Mackenzie W. Mathis BDL FAtt CML AI4TS 78 0 0 17 Feb 2025
Uncertainty-Aware Explanations Through Probabilistic Self-Explainable Neural Networks Jon Vadillo Roberto Santana J. A. Lozano Marta Z. Kwiatkowska BDL AAML 73 0 0 17 Feb 2025
Building Bridges, Not Walls -- Advancing Interpretability by Unifying Feature, Data, and Model Component Attribution Shichang Zhang Tessa Han Usha Bhalla Hima Lakkaraju FAtt 150 0 0 17 Feb 2025
Using the Path of Least Resistance to Explain Deep Networks Sina Salek Joseph Enguehard FAtt 44 0 0 17 Feb 2025
Mechanistic Unveiling of Transformer Circuits: Self-Influence as a Key to Model Reasoning Lefei Zhang Lijie Hu Di Wang LRM 95 0 0 17 Feb 2025
Error-controlled non-additive interaction discovery in machine learning models Winston Chen Yifan Jiang William Stafford Noble Yang Young Lu 50 1 0 17 Feb 2025
Narrowing Information Bottleneck Theory for Multimodal Image-Text Representations Interpretability Zhiyu Zhu Zhibo Jin Jiayu Zhang Nan Yang Jiahao Huang Jianlong Zhou Fang Chen 44 0 0 16 Feb 2025
Generalized Attention Flow: Feature Attribution for Transformer Models via Maximum Flow Behrooz Azarkhalili Maxwell Libbrecht 39 0 0 14 Feb 2025
Applying Deep Learning to Ads Conversion Prediction in Last Mile Delivery Marketplace Di Li Xiaochang Miao Huiyu Song Chao Chu Hao Xu Mandar Rahurkar 37 0 0 14 Feb 2025
Towards Transparent and Accurate Plasma State Monitoring at JET Andrin Bürli Alessandro Pau Thomas Koller Olivier Sauter JET Contributors 55 1 0 14 Feb 2025
Recent Advances in Malware Detection: Graph Learning and Explainability Hossein Shokouhinejad Roozbeh Razavi-Far Hesamodin Mohammadian Mahdi Rabbani Samuel Ansong Griffin Higgins Ali Ghorbani AAML 76 2 0 14 Feb 2025
Brain-Inspired Exploration of Functional Networks and Key Neurons in Large Language Models Yiheng Liu Xiaohui Gao Haiyang Sun Bao Ge Tianming Liu Junwei Han X. Hu 41 0 0 13 Feb 2025
DejAIvu: Identifying and Explaining AI Art on the Web in Real-Time with Saliency Maps Jocelyn Dzuong 96 0 0 12 Feb 2025
Survey on Recent Progress of AI for Chemistry: Methods, Applications, and Opportunities Ding Hu Pengxiang Hua Zhen Huang 88 0 0 09 Feb 2025
Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment Harrish Thasarathan Julian Forsyth Thomas Fel M. Kowal Konstantinos G. Derpanis 111 7 0 06 Feb 2025
Deep Unfolding Multi-modal Image Fusion Network via Attribution Analysis Haowen Bai Zixiang Zhao Jiangshe Zhang Baisong Jiang Lilun Deng Yukun Cui Shuang Xu Chunxia Zhang 60 2 0 03 Feb 2025
Sparse Autoencoder Insights on Voice Embeddings Daniel Pluth Yu Zhou Vijay K. Gurbani 45 0 0 31 Jan 2025
CueTip: An Interactive and Explainable Physics-aware Pool Assistant Sean Memery Kevin Denamganai Jiaxin Zhang Zehai Tu Yiwen Guo Kartic Subr LRM 42 0 0 30 Jan 2025
Fake News Detection After LLM Laundering: Measurement and Explanation Rupak Kumar Das Jonathan Dodge 93 0 0 29 Jan 2025
Extending Information Bottleneck Attribution to Video Sequences Veronika Solopova Lucas Schmidt Dorothea Kolossa 47 0 0 28 Jan 2025
AI-Driven Predictive Analytics Approach for Early Prognosis of Chronic Kidney Disease Using Ensemble Learning and Explainable AI K. M. T. Jawad Anusha Verma Fathi H. Amsaad Lamia Ashraf 70 0 0 28 Jan 2025
B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable Shreyash Arya Sukrut Rao Moritz Bohle Bernt Schiele 68 2 0 28 Jan 2025
Evaluating the Effectiveness of XAI Techniques for Encoder-Based Language Models Melkamu Mersha Mesay Gemeda Yigezu Jugal Kalita ELM 51 3 0 26 Jan 2025
Understanding and Mitigating Gender Bias in LLMs via Interpretable Neuron Editing Zeping Yu Sophia Ananiadou KELM 43 1 0 24 Jan 2025
Surrogate Modeling for Explainable Predictive Time Series Corrections Alfredo Lopez Florian Sobieczky AI4TS 45 0 0 17 Jan 2025
Large Language Models Share Representations of Latent Grammatical Concepts Across Typologically Diverse Languages Jannik Brinkmann Chris Wendler Christian Bartelt Aaron Mueller 51 9 0 10 Jan 2025
COMIX: Compositional Explanations using Prototypes S. Sivaprasad D. Kangin Plamen Angelov Mario Fritz 169 0 0 10 Jan 2025