v1v2 (latest)

Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

50 / 2,872 papers shown

Title
Technical Understanding from IML Hands-on Experience: A Study through a Public Event for Science Museum Visitors Wataru Kawabe Yuri Nakao Akihisa Shitara Yusuke Sugano 73 1 0 10 May 2023
Predicting Cardiovascular Disease Risk using Photoplethysmography and Deep Learning Wei-Hung Weng Sebastien Baur Mayank Daswani Christina W. Chen Lauren Harrell ... S. Shetty Shruthi Prabhakara Yun-Hui Liu G. Danaei Diego Ardila 59 10 0 09 May 2023
When a CBR in Hand is Better than Twins in the Bush Mobyen Uddin Ahmed Shaibal Barua Shahina Begum Mir Riyanul Islam Rosina O. Weber 65 1 0 09 May 2023
Hardware Acceleration of Explainable Artificial Intelligence Zhixin Pan Prabhat Mishra 94 0 0 04 May 2023
Distributing Synergy Functions: Unifying Game-Theoretic Interaction Methods for Machine-Learning Explainability Daniel Lundstrom Meisam Razaviyayn FAtt 68 1 0 04 May 2023
Evaluating Post-hoc Interpretability with Intrinsic Interpretability J. P. Amorim P. Abreu João A. M. Santos Henning Muller FAtt 80 2 0 04 May 2023
Neighboring Words Affect Human Interpretation of Saliency Explanations Tim Dockhorn Yaoliang Yu Heike Adel Mahdi Zolnouri V. Nia FAtt MILM 83 4 0 04 May 2023
MaskSearch: Querying Image Masks at Scale Dong He Jieyu Zhang Maureen Daum Alexander Ratner Magdalena Balazinska VLM 87 2 0 03 May 2023
Towards Automated Circuit Discovery for Mechanistic Interpretability Arthur Conmy Augustine N. Mavor-Parker Aengus Lynch Stefan Heimersheim Adrià Garriga-Alonso 70 319 0 28 Apr 2023
Interpreting Vision and Language Generative Models with Semantic Visual Priors Michele Cafagna L. Rojas-Barahona Kees van Deemter Albert Gatt FAtt VLM 61 3 0 28 Apr 2023
Evaluating the Stability of Semantic Concept Representations in CNNs for Robust Explainability Georgii Mikriukov Gesina Schwalbe Christian Hellert Korinna Bade FAtt 83 9 0 28 Apr 2023
Imbalanced Node Classification Beyond Homophilic Assumption Jie Liu Mengting He Guangtao Wang Nguyen Quoc Viet Hung Xuequn Shang Hongzhi Yin 90 13 0 28 Apr 2023
$On Pitfalls of $\textit{RemOve-And-Retrain}$: Data Processing Inequality Perspective$ On Pitfalls of $\textit{RemOve-And-Retrain}$ : Data Processing Inequality Perspective J. Song Keumgang Cha Junghoon Seo 101 2 0 26 Apr 2023
Concept-Monitor: Understanding DNN training through individual neurons Mohammad Ali Khan Tuomas P. Oikarinen Tsui-Wei Weng 114 2 0 26 Apr 2023
UNADON: Transformer-based model to predict genome-wide chromosome spatial position Muyu Yang Jian Ma MedIm ViT 20 2 0 26 Apr 2023
Unstructured and structured data: Can we have the best of both worlds with large language models? W. Tan 87 1 0 25 Apr 2023
Shape-Net: Room Layout Estimation from Panoramic Images Robust to Occlusion using Knowledge Distillation with 3D Shapes as Additional Inputs M. Tabata Kana Kurata Junichiro Tamamatsu 3DV 3DPC 68 5 0 25 Apr 2023
Generating Post-hoc Explanations for Skip-gram-based Node Embeddings by Identifying Important Nodes with Bridgeness Hogun Park Jennifer Neville 64 5 0 24 Apr 2023
A Lightweight Constrained Generation Alternative for Query-focused Summarization Zhichao Xu Daniel Cohen 79 10 0 23 Apr 2023
Interpretability for Conditional Coordinated Behavior in Multi-Agent Reinforcement Learning Yoshinari Motokawa T. Sugawara AI4CE 41 2 0 20 Apr 2023
Robustness of Visual Explanations to Common Data Augmentation Lenka Tětková Lars Kai Hansen AAML 65 6 0 18 Apr 2023
Explanations of Black-Box Models based on Directional Feature Interactions A. Masoomi Davin Hill Zhonghui Xu C. Hersh E. Silverman P. Castaldi Stratis Ioannidis Jennifer Dy FAtt 90 20 0 16 Apr 2023
Explaining, Analyzing, and Probing Representations of Self-Supervised Learning Models for Sensor-based Human Activity Recognition Bulat Khaertdinov S. Asteriadis 75 3 0 14 Apr 2023
Interpretability is a Kind of Safety: An Interpreter-based Ensemble for Adversary Defense Jingyuan Wang Yufan Wu Mingxuan Li Xin Lin Junjie Wu Chao Li AAML 69 13 0 14 Apr 2023
Modeling Dense Multimodal Interactions Between Biological Pathways and Histology for Survival Prediction Guillaume Jaume Anurag J. Vaidya Richard J. Chen Drew F. K. Williamson Paul Pu Liang Faisal Mahmood 97 51 0 13 Apr 2023
Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance Jonathan Crabbé M. Schaar AAML 56 7 0 13 Apr 2023
VISION DIFFMASK: Faithful Interpretation of Vision Transformers with Differentiable Patch Masking A. Nalmpantis Apostolos Panagiotopoulos John Gkountouras Konstantinos Papakostas Wilker Aziz 45 5 0 13 Apr 2023
MLOps Spanning Whole Machine Learning Life Cycle: A Survey Fang Zhengxin Yuan Yi Zhang Jingyu Liu Yue Mu Yuechen ... Xu Xiwei Wang Jeff Wang Chen Zhang Shuai Chen Shiping 56 4 0 13 Apr 2023
Towards Evaluating Explanations of Vision Transformers for Medical Imaging Piotr Komorowski Hubert Baniecki P. Biecek MedIm 98 28 0 12 Apr 2023
Bridging the Gap: Gaze Events as Interpretable Concepts to Explain Deep Neural Sequence Models Daniel G. Krakowczyk Paul Prasse D. R. Reich Sebastian Lapuschkin Tobias Scheffer Lena A. Jäger 78 4 0 12 Apr 2023
Preemptively Pruning Clever-Hans Strategies in Deep Neural Networks Lorenz Linhardt Klaus-Robert Muller G. Montavon AAML 109 8 0 12 Apr 2023
Reinforcement Learning Tutor Better Supported Lower Performers in a Math Task S. Ruan Allen Nie William Steenbergen Jiayu He JQ Zhang ... Kyle Dang Nguyen Catherine Y Wang Rui Ying James A. Landay Emma Brunskill 65 20 0 11 Apr 2023
Gradient-based Uncertainty Attribution for Explainable Bayesian Deep Learning Hanjing Wang D. Joshi Shiqiang Wang Q. Ji UQCV BDL 56 6 0 10 Apr 2023
A Review on Explainable Artificial Intelligence for Healthcare: Why, How, and When? M. Rubaiyat Hossain Mondal Prajoy Podder 93 66 0 10 Apr 2023
Slideflow: Deep Learning for Digital Histopathology with Real-Time Whole-Slide Visualization J. Dolezal S. Kochanny E. Dyer Andrew Srisuwananukorn Matteo Sacco Frederick M. Howard Anran Li Prajval Mohan Alexander T. Pearson MedIm 115 29 0 09 Apr 2023
How good Neural Networks interpretation methods really are? A quantitative benchmark Antoine Passemiers Pietro Folco D. Raimondi G. Birolo Yves Moreau P. Fariselli FAtt 58 2 0 05 Apr 2023
Physics-Inspired Interpretability Of Machine Learning Models Maximilian P. Niroomand D. Wales AI4CE 39 1 0 05 Apr 2023
Towards Self-Explainability of Deep Neural Networks with Heatmap Captioning and Large-Language Models Osman Tursun Simon Denman Sridha Sridharan Clinton Fookes ViT VLM 56 6 0 05 Apr 2023
HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation Lu Chen Siyu Lou Keyan Zhang Jin Huang Quanshi Zhang TDI FAtt 104 9 0 04 Apr 2023
The Effect of Counterfactuals on Reading Chest X-rays Joseph Paul Cohen Rupert Brooks Sovann En Evan Zucker Anuj Pareek M. Lungren Akshay S. Chaudhari MedIm 39 0 0 02 Apr 2023
Rethinking interpretation: Input-agnostic saliency mapping of deep visual classifiers Naveed Akhtar M. Jalwana FAtt AAML 70 7 0 31 Mar 2023
Anatomically aware dual-hop learning for pulmonary embolism detection in CT pulmonary angiograms Florin Condrea S. Rapaka Lucian Itu Puneet Sharma J. Sperl Mohamed Ali Marius Leordeanu 68 5 0 30 Mar 2023
Shapley Chains: Extending Shapley Values to Classifier Chains CE Ayad Thomas Bonnier Benjamin Bosch Jesse Read FAtt TDI 72 2 0 30 Mar 2023
Why is plausibility surprisingly problematic as an XAI criterion? Weina Jin Xiaoxiao Li Ghassan Hamarneh 114 6 0 30 Mar 2023
Are Data-driven Explanations Robust against Out-of-distribution Data? Tang Li Fengchun Qiao Mengmeng Ma Xiangkai Peng OODD OOD 99 11 0 29 Mar 2023
The challenge of redundancy on multi-agent value factorisation Siddarth S. Singh Benjamin Rosman 71 1 0 28 Mar 2023
TextMI: Textualize Multimodal Information for Integrating Non-verbal Cues in Pre-trained Language Models M. Hasan Md. Saiful Islam Sangwu Lee Wasifur Rahman Iftekhar Naim Mohammed Ibrahim Khan E. Hoque VLM 56 2 0 27 Mar 2023
ACAT: Adversarial Counterfactual Attention for Classification and Detection in Medical Imaging Alessandro Fontanella Antreas Antoniou Wenwen Li Joanna M. Wardlaw Grant Mair Emanuele Trucco Amos Storkey MedIm 83 11 0 27 Mar 2023
Evaluating self-attention interpretability through human-grounded experimental protocol Milan Bhan Nina Achache Victor Legrand A. Blangero Nicolas Chesneau 54 9 0 27 Mar 2023
Exposing the Functionalities of Neurons for Gated Recurrent Unit Based Sequence-to-Sequence Model Yi-Ting Lee Da-Yi Wu Chih-Chun Yang Shou-De Lin MILM 97 0 0 27 Mar 2023