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Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

50 / 2,871 papers shown

Title
Interpretable and Explainable Logical Policies via Neurally Guided Symbolic Abstraction Quentin Delfosse Hikaru Shindo Devendra Singh Dhami Kristian Kersting 96 39 0 02 Jun 2023
Do Large Language Models Pay Similar Attention Like Human Programmers When Generating Code? Bonan Kou Shengmai Chen Zhijie Wang Lei Ma Tianyi Zhang ALM 80 15 0 02 Jun 2023
TopEx: Topic-based Explanations for Model Comparison Shreya Havaldar Adam Stein Eric Wong Lyle Ungar 38 4 0 01 Jun 2023
Discriminative Deep Feature Visualization for Explainable Face Recognition Zewei Xu Yuhang Lu Touradj Ebrahimi FAtt CVBM 88 9 0 01 Jun 2023
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its Decision Chase Walker Sumit Kumar Jha Kenny Chen Rickard Ewetz FAtt 50 12 0 31 May 2023
Efficient Shapley Values Estimation by Amortization for Text Classification Chenghao Yang Fan Yin He He Kai-Wei Chang Xiaofei Ma Bing Xiang FAtt VLM 81 4 0 31 May 2023
UKP-SQuARE: An Interactive Tool for Teaching Question Answering Haishuo Fang Haritz Puerto Iryna Gurevych 109 1 0 31 May 2023
Learning Representations without Compositional Assumptions Tennison Liu Jeroen Berrevoets Zhaozhi Qian M. Schaar OCL SSL 72 1 0 31 May 2023
Assessing Word Importance Using Models Trained for Semantic Tasks Dávid Javorský Ondrej Bojar François Yvon 47 2 0 31 May 2023
Which Models have Perceptually-Aligned Gradients? An Explanation via Off-Manifold Robustness Suraj Srinivas Sebastian Bordt Hima Lakkaraju AAML 97 13 0 30 May 2023
Learning Perturbations to Explain Time Series Predictions Joseph Enguehard AAML AI4TS 68 14 0 30 May 2023
From Adversarial Arms Race to Model-centric Evaluation: Motivating a Unified Automatic Robustness Evaluation Framework Yangyi Chen Hongcheng Gao Ganqu Cui Lifan Yuan Dehan Kong ... Longtao Huang H. Xue Zhiyuan Liu Maosong Sun Heng Ji AAML ELM 103 6 0 29 May 2023
Can We Trust Explainable AI Methods on ASR? An Evaluation on Phoneme Recognition Xiao-lan Wu P. Bell A. Rajan 87 6 0 29 May 2023
Decoding the Underlying Meaning of Multimodal Hateful Memes Ming Shan Hee Wen-Haw Chong Roy Ka-wei Lee 91 43 0 28 May 2023
Explaining Deep Learning for ECG Analysis: Building Blocks for Auditing and Knowledge Discovery Patrick Wagner Temesgen Mehari Wilhelm Haverkamp Nils Strodthoff 75 19 0 26 May 2023
Calibration of Transformer-based Models for Identifying Stress and Depression in Social Media Loukas Ilias S. Mouzakitis D. Askounis 81 46 0 26 May 2023
Inductive detection of Influence Operations via Graph Learning N. Gabriel David A. Broniatowski N. Johnson AI4CE 41 10 0 26 May 2023
Response Generation in Longitudinal Dialogues: Which Knowledge Representation Helps? Seyed Mahed Mousavi Simone Caldarella Giuseppe Riccardi 81 7 0 25 May 2023
Sequential Integrated Gradients: a simple but effective method for explaining language models Joseph Enguehard 81 44 0 25 May 2023
An Experimental Investigation into the Evaluation of Explainability Methods Sédrick Stassin A. Englebert Géraldin Nanfack Julien Albert Nassim Versbraegen Gilles Peiffer Miriam Doh Nicolas Riche Benoit Frénay Christophe De Vleeschouwer XAI ELM 74 5 0 25 May 2023
Concept-Centric Transformers: Enhancing Model Interpretability through Object-Centric Concept Learning within a Shared Global Workspace Jinyung Hong Keun Hee Park Theodore P. Pavlic 88 6 0 25 May 2023
On the Impact of Knowledge Distillation for Model Interpretability Hyeongrok Han Siwon Kim Hyun-Soo Choi Sungroh Yoon 66 5 0 25 May 2023
Multi-modal Machine Learning for Vehicle Rating Predictions Using Image, Text, and Parametric Data Hanqi Su Binyang Song Faez Ahmed 63 6 0 24 May 2023
Networks are Slacking Off: Understanding Generalization Problem in Image Deraining Jinjin Gu Xianzheng Ma Xiangtao Kong Yu Qiao Chao Dong 108 14 0 24 May 2023
Assessment of the Reliablity of a Model's Decision by Generalizing Attribution to the Wavelet Domain Gabriel Kasmi L. Dubus Yves-Marie Saint Drenan Philippe Blanc FAtt 90 4 0 24 May 2023
Interpretation of Time-Series Deep Models: A Survey Ziqi Zhao Yucheng Shi Shushan Wu Fan Yang Wenzhan Song Ninghao Liu AI4TS 97 7 0 23 May 2023
Conditional Mutual Information for Disentangled Representations in Reinforcement Learning Mhairi Dunion Trevor A. McInroe K. Luck Josiah P. Hanna Stefano V. Albrecht OOD DRL 74 19 0 23 May 2023
Towards credible visual model interpretation with path attribution Naveed Akhtar Muhammad A. A. K. Jalwana FAtt 141 5 0 23 May 2023
Towards generalizing deep-audio fake detection networks Konstantin Gasenzer Moritz Wolter 75 4 0 22 May 2023
MaNtLE: Model-agnostic Natural Language Explainer Rakesh R Menon Kerem Zaman Shashank Srivastava FAtt LRM 85 2 0 22 May 2023
DEGREE: Decomposition Based Explanation For Graph Neural Networks Qizhang Feng Ninghao Liu Fan Yang Ruixiang Tang Mengnan Du Helen Zhou 99 25 0 22 May 2023
The "code'' of Ethics:A Holistic Audit of AI Code Generators Wanlun Ma Yiliao Song Minhui Xue Sheng Wen Yang Xiang 69 6 0 22 May 2023
Explaining How Transformers Use Context to Build Predictions Javier Ferrando Gerard I. Gállego Ioannis Tsiamas Marta R. Costa-jussá 65 37 0 21 May 2023
The Inside Story: Towards Better Understanding of Machine Translation Neural Evaluation Metrics Ricardo Rei Nuno M. Guerreiro Marcos Vinícius Treviso Luísa Coheur A. Lavie André F.T. Martins 82 16 0 19 May 2023
Post Hoc Explanations of Language Models Can Improve Language Models Satyapriya Krishna Jiaqi Ma Dylan Slack Asma Ghandeharioun Sameer Singh Himabindu Lakkaraju ReLM LRM 90 59 0 19 May 2023
Incorporating Attribution Importance for Improving Faithfulness Metrics Zhixue Zhao Nikolaos Aletras 111 13 0 17 May 2023
Explain Any Concept: Segment Anything Meets Concept-Based Explanation Ao Sun Pingchuan Ma Yuanyuan Yuan Shuai Wang LLMAG 115 36 0 17 May 2023
Exploring the cloud of feature interaction scores in a Rashomon set Sichao Li Rong Wang Quanling Deng Amanda S. Barnard 59 5 0 17 May 2023
AD-KD: Attribution-Driven Knowledge Distillation for Language Model Compression Siyue Wu Hongzhan Chen Xiaojun Quan Qifan Wang Rui Wang VLM 88 20 0 17 May 2023
Content-Adaptive Downsampling in Convolutional Neural Networks Robin Hesse Simone Schaub-Meyer Stefan Roth 106 5 0 16 May 2023
Consistent Multi-Granular Rationale Extraction for Explainable Multi-hop Fact Verification Jiasheng Si Yingjie Zhu Deyu Zhou AAML 131 4 0 16 May 2023
$Releasing Inequality Phenomenon in $\ell_{\infty}$-norm Adversarial Training via Input Gradient Distillation$ Releasing Inequality Phenomenon in $\ell_{\infty}$ -norm Adversarial Training via Input Gradient Distillation Junxi Chen Junhao Dong Xiaohua Xie Jianhuang Lai AAML 69 0 0 16 May 2023
Causal Analysis for Robust Interpretability of Neural Networks Ola Ahmad Nicolas Béreux Loïc Baret V. Hashemi Freddy Lecue CML 100 4 0 15 May 2023
Interpretability at Scale: Identifying Causal Mechanisms in Alpaca Zhengxuan Wu Atticus Geiger Thomas Icard Christopher Potts Noah D. Goodman MILM 87 93 0 15 May 2023
Reconstruct Before Summarize: An Efficient Two-Step Framework for Condensing and Summarizing Meeting Transcripts Haochen Tan Han Wu Wei Shao Xinyun Zhang Mingjie Zhan Zhaohui Hou Ding Liang Linqi Song 73 0 0 13 May 2023
GPT-Sentinel: Distinguishing Human and ChatGPT Generated Content Yutian Chen Hao Kang Vivian Zhai Liang Li Rita Singh B. Ramakrishnan DeLMO 85 58 0 13 May 2023
Asymmetric feature interaction for interpreting model predictions Xiaolei Lu Jianghong Ma Haode Zhang FAtt 82 4 0 12 May 2023
A General Framework for Visualizing Embedding Spaces of Neural Survival Analysis Models Based on Angular Information George H. Chen 54 1 0 11 May 2023
COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP tasks Fanny Jourdan Agustin Picard Thomas Fel Laurent Risser Jean-Michel Loubes Nicholas M. Asher 59 8 0 11 May 2023
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