Title
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 33 41 0 13 Apr 2023
Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance Jonathan Crabbé M. Schaar AAML 21 6 0 13 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 33 2 0 12 Apr 2023
Hierarchical Disentanglement-Alignment Network for Robust SAR Vehicle Recognition Wei-Jang Li Wei Yang Wenpeng Zhang Tianpeng Liu Yongxiang Liu Y. Liu 30 18 0 07 Apr 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 24 5 0 30 Mar 2023
Not cool, calm or collected: Using emotional language to detect COVID-19 misinformation Gabriel Asher Phil Bohlman Karsten Kleyensteuber 15 0 0 27 Mar 2023
Adapting Pretrained Language Models for Solving Tabular Prediction Problems in the Electronic Health Record C. McMaster D. Liew Douglas E. V. Pires 24 4 0 27 Mar 2023
Better Understanding Differences in Attribution Methods via Systematic Evaluations Sukrut Rao Moritz D Boehle Bernt Schiele XAI 27 2 0 21 Mar 2023
Studying Limits of Explainability by Integrated Gradients for Gene Expression Models Myriam Bontonou Anais Haget Maria Boulougouri J. Arbona Benjamin Audit Pierre Borgnat 15 2 0 19 Mar 2023
EvalAttAI: A Holistic Approach to Evaluating Attribution Maps in Robust and Non-Robust Models Ian E. Nielsen Ravichandran Ramachandran N. Bouaynaya Hassan M. Fathallah-Shaykh Ghulam Rasool AAML FAtt 41 7 0 15 Mar 2023
ISimDL: Importance Sampling-Driven Acceleration of Fault Injection Simulations for Evaluating the Robustness of Deep Learning Alessio Colucci A. Steininger Muhammad Shafique AAML 26 2 0 14 Mar 2023
NxPlain: Web-based Tool for Discovery of Latent Concepts Fahim Dalvi Nadir Durrani Hassan Sajjad Tamim Jaban Musab Husaini Ummar Abbas 13 1 0 06 Mar 2023
CoRTX: Contrastive Framework for Real-time Explanation Yu-Neng Chuang Guanchu Wang Fan Yang Quan-Gen Zhou Pushkar Tripathi Xuanting Cai Xia Hu 44 19 0 05 Mar 2023
Inseq: An Interpretability Toolkit for Sequence Generation Models Gabriele Sarti Nils Feldhus Ludwig Sickert Oskar van der Wal Malvina Nissim Arianna Bisazza 30 64 0 27 Feb 2023
Solution for the EPO CodeFest on Green Plastics: Hierarchical multi-label classification of patents relating to green plastics using deep learning Tingting Qiao Gonzalo Moro Perez 20 0 0 22 Feb 2023
Non-Uniform Interpolation in Integrated Gradients for Low-Latency Explainable-AI Ashwin Bhat A. Raychowdhury 20 4 0 22 Feb 2023
Red Teaming Deep Neural Networks with Feature Synthesis Tools Stephen Casper Yuxiao Li Jiawei Li Tong Bu Ke Zhang K. Hariharan Dylan Hadfield-Menell AAML 27 15 0 08 Feb 2023
PAMI: partition input and aggregate outputs for model interpretation Wei Shi Wentao Zhang Weishi Zheng Ruixuan Wang FAtt 22 3 0 07 Feb 2023
Analyzing Feed-Forward Blocks in Transformers through the Lens of Attention Maps Goro Kobayashi Tatsuki Kuribayashi Sho Yokoi Kentaro Inui 28 14 0 01 Feb 2023
Explainable Multilayer Graph Neural Network for Cancer Gene Prediction Michail Chatzianastasis Michalis Vazirgiannis Zijun Zhang 9 15 0 20 Jan 2023
AtMan: Understanding Transformer Predictions Through Memory Efficient Attention Manipulation Bjorn Deiseroth Mayukh Deb Samuel Weinbach Manuel Brack P. Schramowski Kristian Kersting 17 22 0 19 Jan 2023
Learning to Maximize Mutual Information for Dynamic Feature Selection Ian Covert Wei Qiu Mingyu Lu Nayoon Kim Nathan White Su-In Lee 19 28 0 02 Jan 2023
Disentangled Explanations of Neural Network Predictions by Finding Relevant Subspaces Pattarawat Chormai J. Herrmann Klaus-Robert Muller G. Montavon FAtt 43 17 0 30 Dec 2022
Relational Local Explanations V. Borisov Gjergji Kasneci FAtt 11 0 0 23 Dec 2022
A Comparative Study on Textual Saliency of Styles from Eye Tracking, Annotations, and Language Models Karin de Langis Dongyeop Kang 16 1 0 19 Dec 2022
Estimating the Adversarial Robustness of Attributions in Text with Transformers Adam Ivankay Mattia Rigotti Ivan Girardi Chiara Marchiori P. Frossard 12 1 0 18 Dec 2022
Utilizing Mutations to Evaluate Interpretability of Neural Networks on Genomic Data Utku Ozbulak Solha Kang Jasper Zuallaert Stephen Depuydt J. Vankerschaver 9 0 0 12 Dec 2022
A Modality-level Explainable Framework for Misinformation Checking in Social Networks Vítor Lourencco A. Paes 22 3 0 08 Dec 2022
A Dataless FaceSwap Detection Approach Using Synthetic Images Anubhav Jain Nasir D. Memon Julian Togelius CVBM 21 4 0 05 Dec 2022
BARTSmiles: Generative Masked Language Models for Molecular Representations Gayane Chilingaryan Hovhannes Tamoyan Ani Tevosyan N. Babayan L. Khondkaryan Karen Hambardzumyan Zaven Navoyan Hrant Khachatrian Armen Aghajanyan SSL 27 25 0 29 Nov 2022
Towards More Robust Interpretation via Local Gradient Alignment Sunghwan Joo Seokhyeon Jeong Juyeon Heo Adrian Weller Taesup Moon FAtt 25 5 0 29 Nov 2022
Foiling Explanations in Deep Neural Networks Snir Vitrack Tamam Raz Lapid Moshe Sipper AAML 17 17 0 27 Nov 2022
On Pitfalls of Measuring Occlusion Robustness through Data Distortion Antonia Marcu 21 0 0 24 Nov 2022
Evaluating Feature Attribution Methods for Electrocardiogram J. Suh Jimyeong Kim Euna Jung Wonjong Rhee FAtt 14 2 0 23 Nov 2022
A Rigorous Study Of The Deep Taylor Decomposition Leon Sixt Tim Landgraf FAtt AAML 19 4 0 14 Nov 2022
ConceptX: A Framework for Latent Concept Analysis Firoj Alam Fahim Dalvi Nadir Durrani Hassan Sajjad A. Khan Jia Xu 20 5 0 12 Nov 2022
Understanding Text Classification Data and Models Using Aggregated Input Salience Sebastian Ebert Alice Shoshana Jakobovits Katja Filippova FAtt 22 3 0 10 Nov 2022
The Legal Argument Reasoning Task in Civil Procedure Leonard Bongard Lena Held Ivan Habernal AILaw ELM 11 19 0 05 Nov 2022
New Definitions and Evaluations for Saliency Methods: Staying Intrinsic, Complete and Sound Arushi Gupta Nikunj Saunshi Dingli Yu Kaifeng Lyu Sanjeev Arora AAML FAtt XAI 23 5 0 05 Nov 2022
SoK: Modeling Explainability in Security Analytics for Interpretability, Trustworthiness, and Usability Dipkamal Bhusal Rosalyn Shin Ajay Ashok Shewale M. K. Veerabhadran Michael Clifford Sara Rampazzi Nidhi Rastogi FAtt AAML 32 5 0 31 Oct 2022
PAGE: Prototype-Based Model-Level Explanations for Graph Neural Networks Yong-Min Shin Sun-Woo Kim Won-Yong Shin 29 4 0 31 Oct 2022
XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP Models Dong-Ho Lee Akshen Kadakia Brihi Joshi Aaron Chan Ziyi Liu ... Takashi Shibuya Ryosuke Mitani Toshiyuki Sekiya Jay Pujara Xiang Ren LRM 40 9 0 30 Oct 2022
Explaining Translationese: why are Neural Classifiers Better and what do they Learn? Kwabena Amponsah-Kaakyire Daria Pylypenko Josef van Genabith C. España-Bonet 24 6 0 24 Oct 2022
Attribution-aware Weight Transfer: A Warm-Start Initialization for Class-Incremental Semantic Segmentation Dipam Goswami René Schuster Joost van de Weijer D. Stricker CLL 24 18 0 13 Oct 2022
Forecasting Bitcoin volatility spikes from whale transactions and CryptoQuant data using Synthesizer Transformer models Dorien Herremans Kah Wee Low 11 4 0 06 Oct 2022
HeartSpot: Privatized and Explainable Data Compression for Cardiomegaly Detection Elvin Johnson Shreshta Mohan Alex Gaudio A. Smailagic Christos Faloutsos A. Campilho MedIm 19 2 0 05 Oct 2022
DDoS: A Graph Neural Network based Drug Synergy Prediction Algorithm Kyriakos Schwarz A. Pliego-Mendieta Amina Mollaysa Lara Planas-Paz C. Pauli Ahmed Allam Michael Krauthammer GNN 26 2 0 03 Oct 2022
Contrastive Corpus Attribution for Explaining Representations Christy Lin Hugh Chen Chanwoo Kim Su-In Lee SSL 19 8 0 30 Sep 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 106 107 0 22 Sep 2022
Concept Activation Regions: A Generalized Framework For Concept-Based Explanations Jonathan Crabbé M. Schaar 53 46 0 22 Sep 2022