Axiomatic Attribution for Deep Networks

4 March 2017

Ankur Taly

Papers citing "Axiomatic Attribution for Deep Networks"

50 / 2,814 papers shown

Title
AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery Yifan Dai Xuanbai Ren Tengfei Ma Qipeng Yan Yiping Liu Yuansheng Liu Xiangxiang Zeng 0 0 0 17 May 2025
Minimizing False-Positive Attributions in Explanations of Non-Linear Models Anders Gjølbye Stefan Haufe Lars Kai Hansen 17 0 0 16 May 2025
Decomposing stimulus-specific sensory neural information via diffusion models Steeve Laquitaine Simone Azeglio Carlo Paris U. Ferrari Matthew Chalk DiffM 9 0 0 16 May 2025
PnPXAI: A Universal XAI Framework Providing Automatic Explanations Across Diverse Modalities and Models Seongun Kim Sol A Kim Geonhyeong Kim Enver Menadjiev Chanwoo Lee Seongwook Chung Nari Kim Jaesik Choi 26 0 0 15 May 2025
RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Jeppe Liborius Sjørup Anders Lillevang Vesterholt Ira Assent BDL AI4Cl 41 0 0 15 May 2025
Implet: A Post-hoc Subsequence Explainer for Time Series Models Fanyu Meng Ziwen Kan Shahbaz Rezaei Z. Kong Xin Chen Xin Liu AI4TS 24 0 0 13 May 2025
Block-Biased Mamba for Long-Range Sequence Processing Annan Yu N. Benjamin Erichson Mamba 43 0 0 13 May 2025
Tuning for Trustworthiness -- Balancing Performance and Explanation Consistency in Neural Network Optimization Alexander Hinterleitner T. Bartz-Beielstein 21 0 0 12 May 2025
Pre-training vs. Fine-tuning: A Reproducibility Study on Dense Retrieval Knowledge Acquisition Zheng Yao Shuai Wang Guido Zuccon 21 0 0 12 May 2025
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection Moritz Vandenhirtz Julia E. Vogt 38 0 0 09 May 2025
Short-circuiting Shortcuts: Mechanistic Investigation of Shortcuts in Text Classification Leon Eshuijs Shihan Wang Antske Fokkens 26 0 0 09 May 2025
Wasserstein Distances Made Explainable: Insights into Dataset Shifts and Transport Phenomena Philip Naumann Jacob R. Kauffmann G. Montavon 29 0 0 09 May 2025
Unpacking Robustness in Inflectional Languages: Adversarial Evaluation and Mechanistic Insights Paweł Walkowiak Marek Klonowski Marcin Oleksy Arkadiusz Janz AAML 36 0 0 08 May 2025
CrashSage: A Large Language Model-Centered Framework for Contextual and Interpretable Traffic Crash Analysis Hao Zhen Jidong J. Yang 38 0 0 08 May 2025
Privacy Risks and Preservation Methods in Explainable Artificial Intelligence: A Scoping Review Sonal Allana Mohan Kankanhalli Rozita Dara 32 0 0 05 May 2025
PointExplainer: Towards Transparent Parkinson's Disease Diagnosis Xuechao Wang S. Nõmm Junqing Huang Kadri Medijainen A. Toomela Michael Ruzhansky AAML FAtt 26 0 0 04 May 2025
Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking Alireza Sadeghi F. Hajati A. Argha Nigel H Lovell Min Yang Hamid Alinejad-Rokny 41 0 0 03 May 2025
ABE: A Unified Framework for Robust and Faithful Attribution-Based Explainability Zhiyu Zhu Jiayu Zhang Zhibo Jin Fang Chen Jianlong Zhou FAtt 24 0 0 03 May 2025
Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods Mahdi Dhaini Ege Erdogan Nils Feldhus Gjergji Kasneci 49 0 0 02 May 2025
IP-CRR: Information Pursuit for Interpretable Classification of Chest Radiology Reports Yuyan Ge Kwan Ho Ryan Chan Pablo Messina René Vidal 43 0 0 30 Apr 2025
GiBy: A Giant-Step Baby-Step Classifier For Anomaly Detection In Industrial Control Systems Sarad Venugopalan Sridhar Adepu 32 0 0 29 Apr 2025
Deep Learning Characterizes Depression and Suicidal Ideation from Eye Movements Kleanthis Avramidis Woojae Jeong Aditya Kommineni Sudarsana Reddy Kadiri Marcus Ma ... Idan A. Blank Kristina Lerman T. Medani Richard M. Leahy Shrikanth Narayanan 31 0 0 29 Apr 2025
SPD Learning for Covariance-Based Neuroimaging Analysis: Perspectives, Methods, and Challenges Ce Ju Reinmar J. Kobler Antoine Collas M. Kawanabe Cuntai Guan Bertrand Thirion 43 0 0 26 Apr 2025
SSA-UNet: Advanced Precipitation Nowcasting via Channel Shuffling Marco Turzi Siamak Mehrkanoon AI4TS 57 0 0 25 Apr 2025
Towards Explainable Fake Image Detection with Multi-Modal Large Language Models Yikun Ji Y. Hong Jiahui Zhan H. Chen Jun Lan Huijia Zhu Weiqiang Wang L. Zhang Jianfu Zhang MLLM LRM 51 0 0 19 Apr 2025
Probabilistic Stability Guarantees for Feature Attributions Helen Jin Anton Xue Weiqiu You Surbhi Goel Eric Wong 27 0 0 18 Apr 2025
Why and How LLMs Hallucinate: Connecting the Dots with Subsequence Associations Yiyou Sun Y. Gai Lijie Chen Abhilasha Ravichander Yejin Choi D. Song HILM 57 0 0 17 Apr 2025
Set You Straight: Auto-Steering Denoising Trajectories to Sidestep Unwanted Concepts Leyang Li Shilin Lu Yan Ren A. Kong DiffM 46 1 0 17 Apr 2025
Disentangling Polysemantic Channels in Convolutional Neural Networks Robin Hesse Jonas Fischer Simone Schaub-Meyer Stefan Roth FAtt MILM 60 0 0 17 Apr 2025
Explicit and Implicit Representations in AI-based 3D Reconstruction for Radiology: A Systematic Review Yuezhe Yang Boyu Yang Yaqian Wang Yang He Xingbo Dong Zhe Jin 38 0 0 15 Apr 2025
Domain-Adversarial Neural Network and Explainable AI for Reducing Tissue-of-Origin Signal in Pan-cancer Mortality Classification Cristian Padron-Manrique Juan José Oropeza Valdez Osbaldo Resendis-Antonio MedIm 22 0 0 14 Apr 2025
MiMu: Mitigating Multiple Shortcut Learning Behavior of Transformers Lili Zhao Qi Liu Wei-neng Chen Lu Chen R.-H. Sun Min Hou Yang Wang Shijin Wang 31 0 0 14 Apr 2025
Tokenize Image Patches: Global Context Fusion for Effective Haze Removal in Large Images Jiuchen Chen Xinyu Yan Qizhi Xu Kaiqi Li VLM 32 0 0 13 Apr 2025
A Champion-level Vision-based Reinforcement Learning Agent for Competitive Racing in Gran Turismo 7 Hojoon Lee Takuma Seno Jun Jet Tai K. Subramanian Kenta Kawamoto Peter Stone Peter R. Wurman 24 0 0 12 Apr 2025
BrainPrompt: Multi-Level Brain Prompt Enhancement for Neurological Condition Identification Jiaxing Xu Kai He Yue Tang Wei Li Mengcheng Lan Xia Dong Yiping Ke Mengling Feng 22 0 0 12 Apr 2025
Uncovering the Structure of Explanation Quality with Spectral Analysis Johannes Maeß G. Montavon Shinichi Nakajima Klaus-Robert Müller Thomas Schnake FAtt 45 0 0 11 Apr 2025
Are We Merely Justifying Results ex Post Facto? Quantifying Explanatory Inversion in Post-Hoc Model Explanations Zhen Tan Song Wang Yifan Li Yu Kong Jundong Li Tianlong Chen Huan Liu FAtt 45 0 0 11 Apr 2025
Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction Mengying Yuan Wenhao Wang Zixuan Wang Yujie Huang Kangli Wei Fei Li Chong Teng Donghong Ji 32 0 0 11 Apr 2025
DeCoMa: Detecting and Purifying Code Dataset Watermarks through Dual Channel Code Abstraction Yuan Xiao Yuchen Chen Shiqing Ma Haocheng Huang Chunrong Fang Yuhang Chen Dongrui Liu Yunfeng Zhu Xinming Zhang Zhenyu Chen 31 0 0 09 Apr 2025
A Meaningful Perturbation Metric for Evaluating Explainability Methods Danielle Cohen Hila Chefer Lior Wolf AAML 25 0 0 09 Apr 2025
Exploring Gradient-Guided Masked Language Model to Detect Textual Adversarial Attacks Xiaomei Zhang Zhaoxi Zhang Yanjun Zhang Xufei Zheng L. Zhang Shengshan Hu Shirui Pan AAML 27 0 0 08 Apr 2025
PRIMEDrive-CoT: A Precognitive Chain-of-Thought Framework for Uncertainty-Aware Object Interaction in Driving Scene Scenario Sriram Mandalika Lalitha V Athira Nambiar 41 1 0 08 Apr 2025
Assessing how hyperparameters impact Large Language Models' sarcasm detection performance Montgomery Gole Andriy Miranskyy AI4MH 21 0 0 08 Apr 2025
Exploring Local Interpretable Model-Agnostic Explanations for Speech Emotion Recognition with Distribution-Shift Maja J. Hjuler Line H. Clemmensen Sneha Das FAtt 44 1 0 07 Apr 2025
Secure Diagnostics: Adversarial Robustness Meets Clinical Interpretability Mohammad Hossein Najafi Mohammad Morsali Mohammadreza Pashanejad Saman Soleimani Roudi Mohammad Norouzi Saeed Bagheri Shouraki AAML 23 0 0 07 Apr 2025
Handling Weather Uncertainty in Air Traffic Prediction through an Inverse Approach G. Lancia D. Falanga S. Alam G. Lulli 19 0 0 07 Apr 2025
Opening the black box of deep learning: Validating the statistical association between explainable artificial intelligence (XAI) and clinical domain knowledge in fundus image-based glaucoma diagnosis Han Yuan Lican Kang Yong Li 33 0 0 06 Apr 2025
Interpretable Multimodal Learning for Tumor Protein-Metal Binding: Progress, Challenges, and Perspectives Xiaokun Liu Sayedmohammadreza Rastegari Yijun Huang Sxe Chang Cheong Weikang Liu ... Sina Tabakhi Xianyuan Liu Zheqing Zhu Wei Sang Haiping Lu 29 0 0 04 Apr 2025
Noiser: Bounded Input Perturbations for Attributing Large Language Models Mohammad Reza Ghasemi Madani Aryo Pradipta Gema Gabriele Sarti Yu Zhao Pasquale Minervini Andrea Passerini AAML 35 0 0 03 Apr 2025
Geospatial Artificial Intelligence for Satellite-based Flood Extent Mapping: Concepts, Advances, and Future Perspectives Hyunho Lee Wenwen Li AI4CE 43 0 0 03 Apr 2025