Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

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Title
Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer Muyun Jiang Y. Ding Wei Zhang Kok Ann Colin Teo LaiGuan Fong ... Parasuraman Padmanabhan Victoria Leong Jia Lu Balazs Gulyas Cuntai Guan 26 0 0 02 Apr 2025
Fourier Feature Attribution: A New Efficiency Attribution Method Zechen Liu Feiyang Zhang Wei Song X. Li Wei Wei FAtt 57 0 0 02 Apr 2025
Immersive Explainability: Visualizing Robot Navigation Decisions through XAI Semantic Scene Projections in Virtual Reality Jorge de Heuvel Sebastian Müller Marlene Wessels Aftab Akhtar Christian Bauckhage Maren Bennewitz 49 0 0 01 Apr 2025
Explainable AI-Based Interface System for Weather Forecasting Model Soyeon Kim Junho Choi Yeji Choi Subeen Lee Artyom Stitsyuk Minkyoung Park Seongyeop Jeong Youhyun Baek Jaesik Choi XAI 48 2 0 01 Apr 2025
Uncertainty Propagation in XAI: A Comparison of Analytical and Empirical Estimators Teodor Chiaburu Felix Bießmann Frank Haußer 23 0 0 01 Apr 2025
CFIRE: A General Method for Combining Local Explanations Sebastian Müller Vanessa Toborek Tamás Horváth Christian Bauckhage FAtt 50 0 0 01 Apr 2025
An Explainable Neural Radiomic Sequence Model with Spatiotemporal Continuity for Quantifying 4DCT-based Pulmonary Ventilation Rihui Zhang Haiming Zhu Jingtong Zhao Lei Zhang F. Yin Chunhao Wang Zhenyu Yang 37 0 0 31 Mar 2025
Interpretable Machine Learning in Physics: A Review Sebastian Johann Wetzel Seungwoong Ha Raban Iten Miriam Klopotek Ziming Liu AI4CE 80 0 0 30 Mar 2025
Using Source-Side Confidence Estimation for Reliable Translation into Unfamiliar Languages Kenneth J. Sible David Chiang UQLM 41 0 0 30 Mar 2025
How to safely discard features based on aggregate SHAP values Robi Bhattacharjee Karolin Frohnapfel U. V. Luxburg TDI FAtt 63 0 0 29 Mar 2025
VITAL: More Understandable Feature Visualization through Distribution Alignment and Relevant Information Flow Ada Gorgun Bernt Schiele Jonas Fischer 41 0 0 28 Mar 2025
Diffusion Counterfactuals for Image Regressors Trung Duc Ha Sidney Bender DiffM 87 0 0 26 Mar 2025
Hierarchical Attention Network for Interpretable ECG-based Heart Disease Classification Mario Padilla Rodriguez Mohamed Nafea 28 0 0 25 Mar 2025
Guidelines For The Choice Of The Baseline in XAI Attribution Methods Cristian Morasso Giorgio Dolci I. Galazzo Sergey M. Plis Gloria Menegaz 39 0 0 25 Mar 2025
Feature Learning beyond the Lazy-Rich Dichotomy: Insights from Representational Geometry Chi-Ning Chou Hang Le Yichen Wang SueYeon Chung 53 0 0 23 Mar 2025
ModalTune: Fine-Tuning Slide-Level Foundation Models with Multi-Modal Information for Multi-task Learning in Digital Pathology Vishwesh Ramanathan Tony Xu Pushpak Pati Faruk Ahmed Maged Goubran Anne L. Martel 48 0 0 21 Mar 2025
VIPER: Visual Perception and Explainable Reasoning for Sequential Decision-Making Mohamed Salim Aissi Clemence Grislain Mohamed Chetouani Olivier Sigaud Laure Soulier Nicolas Thome LRM 47 0 0 19 Mar 2025
LEGION: Learning to Ground and Explain for Synthetic Image Detection Hengrui Kang Siwei Wen Zichen Wen Junyan Ye Weijia Li ... Baichuan Zhou Bin Wang Dahua Lin Linfeng Zhang Conghui He 49 0 0 19 Mar 2025
Representational Similarity via Interpretable Visual Concepts Neehar Kondapaneni Oisin Mac Aodha Pietro Perona DRL 169 0 0 19 Mar 2025
Interpretability of Graph Neural Networks to Assess Effects of Global Change Drivers on Ecological Networks Emré Anakok Pierre Barbillon Colin Fontaine Elisa Thébault 52 0 0 19 Mar 2025
Spot the Fake: Large Multimodal Model-Based Synthetic Image Detection with Artifact Explanation Siwei Wen Junyan Ye Peilin Feng Hengrui Kang Zichen Wen Yuhang Chen Jiang Wu Wenjun Wu Conghui He Weijia Li 60 2 0 19 Mar 2025
Comparative and Interpretative Analysis of CNN and Transformer Models in Predicting Wildfire Spread Using Remote Sensing Data Yihang Zhou Ruige Kong Zhengsen Xu Linlin Xu Sibo Cheng 53 0 0 18 Mar 2025
Exploring Disparity-Accuracy Trade-offs in Face Recognition Systems: The Role of Datasets, Architectures, and Loss Functions S. Jaiswal Sagnik Basu Sandipan Sikdar Animesh Mukherjee 49 0 0 18 Mar 2025
Knowledge Distillation: Enhancing Neural Network Compression with Integrated Gradients David E. Hernandez J. Chang Torbjörn E. M. Nordling 58 0 0 17 Mar 2025
Escaping Plato's Cave: Robust Conceptual Reasoning through Interpretable 3D Neural Object Volumes Nhi Pham Bernt Schiele Adam Kortylewski Jonas Fischer 61 0 0 17 Mar 2025
Enhancing Job Salary Prediction with Disentangled Composition Effect Modeling: A Neural Prototyping Approach Yang Ji Ying Sun Hengshu Zhu 46 1 0 17 Mar 2025
XAI-Driven Client Selection for Federated Learning in Scalable 6G Network Slicing Martino Chiarani Swastika Roy C. Verikoukis Fabrizio Granelli 70 1 0 16 Mar 2025
Integration of Explainable AI Techniques with Large Language Models for Enhanced Interpretability for Sentiment Analysis Thivya Thogesan A. Nugaliyadde K. Wong 38 0 0 15 Mar 2025
From Pixels to Histopathology: A Graph-Based Framework for Interpretable Whole Slide Image Analysis Alexander Weers Alexander H. Berger Laurin Lux Peter Schüffler Daniel Rueckert Johannes C. Paetzold 44 0 0 14 Mar 2025
Axiomatic Explainer Globalness via Optimal Transport Davin Hill Josh Bone A. Masoomi Max Torop Jennifer Dy 105 1 0 13 Mar 2025
Fine-tuning Vision Language Models with Graph-based Knowledge for Explainable Medical Image Analysis Chenjun Li Laurin Lux Alexander H. Berger M. Menten Mert R. Sabuncu Johannes C. Paetzold 55 0 0 12 Mar 2025
ForAug: Recombining Foregrounds and Backgrounds to Improve Vision Transformer Training with Bias Mitigation Tobias Christian Nauen Brian B. Moser Federico Raue Stanislav Frolov Andreas Dengel ViT 60 0 0 12 Mar 2025
Discovering Influential Neuron Path in Vision Transformers Yifan Wang Yifei Liu Yingdong Shi Chong Li Anqi Pang Sibei Yang Jingyi Yu Kan Ren ViT 69 0 0 12 Mar 2025
TreeX: Generating Global Graphical GNN Explanations via Critical Subtree Extraction Shengyao Lu Jiuding Yang Baochun Li Di Niu 56 0 0 12 Mar 2025
XAI4Extremes: An interpretable machine learning framework for understanding extreme-weather precursors under climate change Jiawen Wei Aniruddha Bora Vivek Oommen Chenyu Dong Juntao Yang Jeff Adie Chen Chen Simon See George Karniadakis G. Mengaldo AI4Cl 66 0 0 11 Mar 2025
Tangentially Aligned Integrated Gradients for User-Friendly Explanations Lachlan Simpson Federico Costanza Kyle Millar A. Cheng Cheng-Chew Lim Hong-Gunn Chew FAtt 80 2 0 11 Mar 2025
i-WiViG: Interpretable Window Vision GNN Ivica Obadic D. Kangin Dario Augusto Borges Oliveira Plamen Angelov Xiao Xiang Zhu 59 0 0 11 Mar 2025
Now you see me! A framework for obtaining class-relevant saliency maps Nils Philipp Walter Jilles Vreeken Jonas Fischer FAtt 45 0 0 10 Mar 2025
SHAP-Integrated Convolutional Diagnostic Networks for Feature-Selective Medical Analysis Yan Hu Ahmad Chaddad 49 0 0 10 Mar 2025
FW-Shapley: Real-time Estimation of Weighted Shapley Values Pranoy Panda Siddharth Tandon V. Balasubramanian TDI 65 0 0 09 Mar 2025
MANDARIN: Mixture-of-Experts Framework for Dynamic Delirium and Coma Prediction in ICU Patients: Development and Validation of an Acute Brain Dysfunction Prediction Model Miguel Contreras Jessica Sena Andrea Davidson Jiaqing Zhang T. Ozrazgat-Baslanti ... Jeremy A. Balch Tyler J. Loftus Subhash Nerella A. Bihorac Parisa Rashidi 46 0 0 08 Mar 2025
Interpretable High-order Knowledge Graph Neural Network for Predicting Synthetic Lethality in Human Cancers Xuexin Chen Ruichu Cai Zhengting Huang Zijian Li Jie Zheng Min Wu 46 0 0 08 Mar 2025
Towards Locally Explaining Prediction Behavior via Gradual Interventions and Measuring Property Gradients Niklas Penzel Joachim Denzler FAtt 50 0 0 07 Mar 2025
Post-Hoc Concept Disentanglement: From Correlated to Isolated Concept Representations Eren Erogullari Sebastian Lapuschkin Wojciech Samek Frederik Pahde LLMSV CoGe 62 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
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