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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
Advancing Explainable AI Toward Human-Like Intelligence: Forging the Path to Artificial Brain Yongchen Zhou Richard Jiang 58 4 0 07 Feb 2024
Attention Meets Post-hoc Interpretability: A Mathematical Perspective Gianluigi Lopardo F. Precioso Damien Garreau 57 6 0 05 Feb 2024
Approximate Attributions for Off-the-Shelf Siamese Transformers Lucas Moller Dmitry Nikolaev Sebastian Padó 68 5 0 05 Feb 2024
How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric Learning Zeping Yu Sophia Ananiadou 102 12 0 05 Feb 2024
PowerGraph: A power grid benchmark dataset for graph neural networks Anna Varbella Kenza Amara B. Gjorgiev Mennatallah El-Assady G. Sansavini 46 9 0 05 Feb 2024
Focal Modulation Networks for Interpretable Sound Classification Luca Della Libera Cem Subakan Mirco Ravanelli 82 2 0 05 Feb 2024
XAI-CF -- Examining the Role of Explainable Artificial Intelligence in Cyber Forensics Shahid Alam Zeynep Altıparmak 75 3 0 04 Feb 2024
PhenoLinker: Phenotype-Gene Link Prediction and Explanation using Heterogeneous Graph Neural Networks Jose L. Mellina Andreu Luis Bernal A. Gómez-Skarmeta Mina Ryten Sara Álvarez Alejandro Cisterna García J. A. Blaya 21 1 0 02 Feb 2024
Interpretation of Intracardiac Electrograms Through Textual Representations William Jongwon Han Diana Gomez Avi Alok Chaojing Duan Michael A. Rosenberg Douglas Weber Emerson Liu Ding Zhao 78 2 0 02 Feb 2024
ALISON: Fast and Effective Stylometric Authorship Obfuscation Eric Xing Saranya Venkatraman Thai V. Le Dongwon Lee DeLMO 55 2 0 01 Feb 2024
A Comparative Analysis of Gene Expression Profiling by Statistical and Machine Learning Approaches Myriam Bontonou Anais Haget Maria Boulougouri Benjamin Audit Pierre Borgnat J. Arbona 33 0 0 01 Feb 2024
ReAGent: A Model-agnostic Feature Attribution Method for Generative Language Models Zhixue Zhao Boxuan Shan 121 5 0 01 Feb 2024
Can we Constrain Concept Bottleneck Models to Learn Semantically Meaningful Input Features? Jack Furby Daniel Cunnington Dave Braines Alun D. Preece 89 4 0 01 Feb 2024
Multimodal Neurodegenerative Disease Subtyping Explained by ChatGPT Diego Machado Reyes Hanqing Chao Juergen Hahn Li Shen Pingkun Yan 17 2 0 31 Jan 2024
Common Sense Reasoning for Deepfake Detection Yue Zhang Ben Colman Xiao Guo Ali Shahriyari Gaurav Bharaj 149 35 0 31 Jan 2024
Explaining Predictive Uncertainty by Exposing Second-Order Effects Florian Bley Sebastian Lapuschkin Wojciech Samek G. Montavon 80 3 0 30 Jan 2024
Rethinking Interpretability in the Era of Large Language Models Chandan Singh J. Inala Michel Galley Rich Caruana Jianfeng Gao LRM AI4CE 130 72 0 30 Jan 2024
NormEnsembleXAI: Unveiling the Strengths and Weaknesses of XAI Ensemble Techniques Weronika Hryniewska-Guzik Bartosz Sawicki P. Biecek 93 0 0 30 Jan 2024
Validation, Robustness, and Accuracy of Perturbation-Based Sensitivity Analysis Methods for Time-Series Deep Learning Models Zhengguang Wang 21 0 0 29 Jan 2024
Dual feature-based and example-based explanation methods A. Konstantinov Boris V. Kozlov Stanislav R. Kirpichenko Lev V. Utkin FAtt 105 0 0 29 Jan 2024
Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution Ian Covert Chanwoo Kim Su-In Lee James Zou Tatsunori Hashimoto TDI 113 11 0 29 Jan 2024
DAM: Diffusion Activation Maximization for 3D Global Explanations Hanxiao Tan 70 1 0 26 Jan 2024
VN-Net: Vision-Numerical Fusion Graph Convolutional Network for Sparse Spatio-Temporal Meteorological Forecasting Yutong Xiong Xun Zhu Ming Wu Weiqing Li Fanbin Mo Chuang Zhang Bin Zhang AI4TS 55 1 0 26 Jan 2024
Interpreting Time Series Transformer Models and Sensitivity Analysis of Population Age Groups to COVID-19 Infections Md. Khairul Islam Tyler W. Valentine Timothy Joowon Sue Ayush Karmacharya Luke Neil Benham Zhengguang Wang Kingsley Kim Judy Fox AI4TS 68 0 0 26 Jan 2024
GOAt: Explaining Graph Neural Networks via Graph Output Attribution Shengyao Lu Keith G. Mills Jiao He Bang Liu Di Niu FAtt 88 9 0 26 Jan 2024
Transforming gradient-based techniques into interpretable methods Caroline Mazini Rodrigues Nicolas Boutry Laurent Najman 56 6 0 25 Jan 2024
Respect the model: Fine-grained and Robust Explanation with Sharing Ratio Decomposition Sangyu Han Yearim Kim Nojun Kwak AAML 78 2 0 25 Jan 2024
Full Bayesian Significance Testing for Neural Networks Zehua Liu Zimeng Li Jingyuan Wang Yue He BDL 59 4 0 24 Jan 2024
Facing the Elephant in the Room: Visual Prompt Tuning or Full Finetuning? Cheng Han Qifan Wang Yiming Cui Wenguan Wang Lifu Huang Siyuan Qi Dongfang Liu VLM 159 22 0 23 Jan 2024
From Understanding to Utilization: A Survey on Explainability for Large Language Models Haoyan Luo Lucia Specia 136 25 0 23 Jan 2024
Generating Zero-shot Abstractive Explanations for Rumour Verification I. Bilal Preslav Nakov Rob Procter Maria Liakata 54 0 0 23 Jan 2024
LLMCheckup: Conversational Examination of Large Language Models via Interpretability Tools and Self-Explanations Qianli Wang Tatiana Anikina Nils Feldhus Josef van Genabith Leonhard Hennig Sebastian Möller ELM LRM 105 10 0 23 Jan 2024
Path Choice Matters for Clear Attribution in Path Methods Borui Zhang Wenzhao Zheng Jie Zhou Jiwen Lu 77 2 0 19 Jan 2024
Hacking Predictors Means Hacking Cars: Using Sensitivity Analysis to Identify Trajectory Prediction Vulnerabilities for Autonomous Driving Security Marsalis T. Gibson David Babazadeh Claire Tomlin S. Shankar Sastry AAML 109 0 0 18 Jan 2024
Deep spatial context: when attention-based models meet spatial regression Paulina Tomaszewska El.zbieta Sienkiewicz Mai P. Hoang Przemysław Biecek 51 1 0 18 Jan 2024
Explaining Time Series via Contrastive and Locally Sparse Perturbations Zichuan Liu Yingying Zhang Tianchun Wang Zefan Wang Dongsheng Luo ... Min Wu Yi Wang Chunlin Chen Lunting Fan Qingsong Wen 125 11 0 16 Jan 2024
MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment Yequan Bie Luyang Luo Hao Chen 79 15 0 16 Jan 2024
Are self-explanations from Large Language Models faithful? Andreas Madsen Sarath Chandar Siva Reddy LRM 110 36 0 15 Jan 2024
Explainable Predictive Maintenance: A Survey of Current Methods, Challenges and Opportunities Logan Cummins Alexander Sommers Somayeh Bakhtiari Ramezani Sudip Mittal Joseph E. Jabour Maria Seale Shahram Rahimi 77 23 0 15 Jan 2024
An Axiomatic Approach to Model-Agnostic Concept Explanations Zhili Feng Michal Moshkovitz Dotan Di Castro J. Zico Kolter LRM 59 0 0 12 Jan 2024
Sanity Checks Revisited: An Exploration to Repair the Model Parameter Randomisation Test Anna Hedström Leander Weber Sebastian Lapuschkin Marina M.-C. Höhne LRM 97 4 0 12 Jan 2024
Manipulating Feature Visualizations with Gradient Slingshots Dilyara Bareeva Marina M.-C. Höhne Alexander Warnecke Lukas Pirch Klaus-Robert Müller Konrad Rieck Sebastian Lapuschkin Kirill Bykov AAML 76 6 0 11 Jan 2024
DISCOVER: 2-D Multiview Summarization of Optical Coherence Tomography Angiography for Automatic Diabetic Retinopathy Diagnosis Mostafa EL HABIB DAHO Yi-Hsuan Li Rachid Zeghlache Hugo Le Boité Pierre Deman ... A. Couturier R. Tadayoni Pierre-Henri Conze M. Lamard G. Quellec 67 8 0 10 Jan 2024
Closed-Form Interpretation of Neural Network Classifiers with Symbolic Regression Gradients S. J. Wetzel 105 3 0 10 Jan 2024
GNNShap: Scalable and Accurate GNN Explanation using Shapley Values Selahattin Akkas Ariful Azad FAtt 118 3 0 09 Jan 2024
Comparing Data-Driven and Mechanistic Models for Predicting Phenology in Deciduous Broadleaf Forests Christian Reimers David Hafezi Rachti Guahua Liu Alexander J Winkler AI4CE 34 0 0 08 Jan 2024
MPN: Leveraging Multilingual Patch Neuron for Cross-lingual Model Editing Nianwen Si Hao Zhang Weiqiang Zhang KELM 62 8 0 06 Jan 2024
Manifold-based Shapley for SAR Recognization Network Explanation Xuran Hu Mingzhe Zhu Yuanjing Liu Zhenpeng Feng Ljubiša Stanković FAtt GAN 68 4 0 06 Jan 2024
Reading Between the Frames: Multi-Modal Depression Detection in Videos from Non-Verbal Cues David Gimeno-Gómez Ana-Maria Bucur Adrian Cosma Carlos David Martínez Hinarejos Paolo Rosso 80 11 0 05 Jan 2024
Enhancing targeted transferability via feature space fine-tuning Hui Zeng Biwei Chen Anjie Peng AAML 94 5 0 05 Jan 2024