Title
SPADE: Sparsity-Guided Debugging for Deep Neural Networks Arshia Soltani Moakhar Eugenia Iofinova Elias Frantar Dan Alistarh 32 1 0 06 Oct 2023
AI-based automated active learning for discovery of hidden dynamic processes: A use case in light microscopy Nils Friederich Angelo Jovin Yamachui Sitcheu Oliver Neumann Süheyla Eroglu-Kayikçi Roshan Prizak Lennart Hilbert Ralf Mikut 26 2 0 05 Oct 2023
SMOOT: Saliency Guided Mask Optimized Online Training Ali Karkehabadi Houman Homayoun Avesta Sasan AAML 19 17 0 01 Oct 2023
Infer and Adapt: Bipedal Locomotion Reward Learning from Demonstrations via Inverse Reinforcement Learning Chao Liu Zhaoyuan Gu Hanran Wu Deniz Irem Erus Ye Zhao 34 6 0 28 Sep 2023
Gastro-Intestinal Tract Segmentation Using an Explainable 3D Unet K. Li Jonathan Chan 15 0 0 25 Sep 2023
From Classification to Segmentation with Explainable AI: A Study on Crack Detection and Growth Monitoring Florent Forest Hugo Porta D. Tuia Olga Fink 19 7 0 20 Sep 2023
Good-looking but Lacking Faithfulness: Understanding Local Explanation Methods through Trend-based Testing Jinwen He Kai Chen Guozhu Meng Jiangshan Zhang Congyi Li FAtt AAML 27 2 0 09 Sep 2023
Insights Into the Inner Workings of Transformer Models for Protein Function Prediction M. Wenzel Erik Grüner Nils Strodthoff ViT 17 7 0 07 Sep 2023
Bias Propagation in Federated Learning Hong Chang Reza Shokri FedML 16 10 0 05 Sep 2023
A Visual Interpretation-Based Self-Improved Classification System Using Virtual Adversarial Training Shuai Jiang Sayaka Kamei Chen Li Shengzhe Hou Yasuhiko Morimoto SSL 16 1 0 03 Sep 2023
Exploring Deep Learning for Full-disk Solar Flare Prediction with Empirical Insights from Guided Grad-CAM Explanations Chetraj Pandey Anli Ji Trisha Nandakumar R. Angryk Berkay Aydin 11 6 0 30 Aug 2023
Goodhart's Law Applies to NLP's Explanation Benchmarks Jennifer Hsia Danish Pruthi Aarti Singh Zachary Chase Lipton 26 6 0 28 Aug 2023
Integrated Image and Location Analysis for Wound Classification: A Deep Learning Approach Yash J. Patel Tirth J. Shah M. K. Dhar Taiyu Zhang J. Niezgoda Sandeep Gopalakrishnan Zeyun Yu 14 15 0 23 Aug 2023
A survey on bias in machine learning research Agnieszka Mikołajczyk-Bareła M. Grochowski AI4CE FaML 30 5 0 22 Aug 2023
A Dual-Perspective Approach to Evaluating Feature Attribution Methods Yawei Li Yanglin Zhang Kenji Kawaguchi Ashkan Khakzar Bernd Bischl Mina Rezaei FAtt XAI 39 0 0 17 Aug 2023
Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models Yuheng Huang Jiayang Song Zhijie Wang Shengming Zhao Huaming Chen Felix Juefei-Xu Lei Ma 28 34 0 16 Jul 2023
SwiFT: Swin 4D fMRI Transformer P. Y. Kim Junbeom Kwon Sunghwan Joo Sang-Peel Bae Donggyu Lee Yoonho Jung Shinjae Yoo Jiook Cha Taesup Moon MedIm 28 20 0 12 Jul 2023
DARE: Towards Robust Text Explanations in Biomedical and Healthcare Applications Adam Ivankay Mattia Rigotti P. Frossard OOD MedIm 21 1 0 05 Jul 2023
End-To-End Prediction of Knee Osteoarthritis Progression With Multi-Modal Transformers E. Panfilov S. Saarakkala M. Nieminen A. Tiulpin 20 1 0 03 Jul 2023
Does Saliency-Based Training bring Robustness for Deep Neural Networks in Image Classification? Ali Karkehabadi FAtt AAML 8 0 0 28 Jun 2023
XAI-TRIS: Non-linear image benchmarks to quantify false positive post-hoc attribution of feature importance Benedict Clark Rick Wilming Stefan Haufe 20 4 0 22 Jun 2023
Identifying and Disentangling Spurious Features in Pretrained Image Representations R. Darbinyan Hrayr Harutyunyan Aram H. Markosyan Hrant Khachatrian 32 2 0 22 Jun 2023
Evaluating the overall sensitivity of saliency-based explanation methods Harshinee Sriram Cristina Conati AAML XAI FAtt 14 0 0 21 Jun 2023
Interpreting Deep Neural Networks with the Package innsight Niklas Koenen Marvin N. Wright FAtt 36 6 0 19 Jun 2023
On Minimizing the Impact of Dataset Shifts on Actionable Explanations Anna P. Meyer Dan Ley Suraj Srinivas Himabindu Lakkaraju FAtt 34 6 0 11 Jun 2023
Robust Explainer Recommendation for Time Series Classification Thu Trang Nguyen Thach le Nguyen Georgiana Ifrim AI4TS 29 5 0 08 Jun 2023
Quantitative Analysis of Primary Attribution Explainable Artificial Intelligence Methods for Remote Sensing Image Classification Akshatha Mohan Joshua Peeples 24 4 0 06 Jun 2023
Time Interpret: a Unified Model Interpretability Library for Time Series Joseph Enguehard FAtt AI4TS 20 4 0 05 Jun 2023
Encoding Time-Series Explanations through Self-Supervised Model Behavior Consistency Owen Queen Thomas Hartvigsen Teddy Koker Huan He Theodoros Tsiligkaridis Marinka Zitnik AI4TS 37 17 0 03 Jun 2023
Painsight: An Extendable Opinion Mining Framework for Detecting Pain Points Based on Online Customer Reviews Yukyung Lee Jaehee Kim Doyoon Kim Yoo-Seok Kho Younsun Kim Pilsung Kang 15 0 0 03 Jun 2023
Integrated Decision Gradients: Compute Your Attributions Where the Model Makes Its Decision Chase Walker Sumit Kumar Jha Kenny Chen Rickard Ewetz FAtt 16 9 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 13 4 0 31 May 2023
NeuroX Library for Neuron Analysis of Deep NLP Models Fahim Dalvi Hassan Sajjad Nadir Durrani 25 10 0 26 May 2023
Sequential Integrated Gradients: a simple but effective method for explaining language models Joseph Enguehard 20 38 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 13 5 0 25 May 2023
On the Impact of Knowledge Distillation for Model Interpretability Hyeongrok Han Siwon Kim Hyun-Soo Choi Sungroh Yoon 18 4 0 25 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 18 17 0 23 May 2023
Testing of Deep Reinforcement Learning Agents with Surrogate Models Matteo Biagiola Paolo Tonella 30 19 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 22 4 0 22 May 2023
Consistent Multi-Granular Rationale Extraction for Explainable Multi-hop Fact Verification Jiasheng Si Yingjie Zhu Deyu Zhou AAML 37 3 0 16 May 2023
$Releasing Inequality Phenomena in $L_{\infty}$-Adversarial Training via Input Gradient Distillation$ Releasing Inequality Phenomena in $L_{\infty}$ -Adversarial Training via Input Gradient Distillation Junxi Chen Junhao Dong Xiaohua Xie AAML 16 0 0 16 May 2023
eXplainable Artificial Intelligence on Medical Images: A Survey Matteus Vargas Simao da Silva Rodrigo Reis Arrais Jhessica Victoria Santos da Silva Felipe Souza Tanios Mateus A. Chinelatto ... Fabiana Cristina Queiroz de Oliveira Marucci Francisco Alves de Souza Neto Danilo Xavier Silva Vitor Yukio Kondo C. F. G. Santos MedIm XAI 15 1 0 12 May 2023
PiML Toolbox for Interpretable Machine Learning Model Development and Diagnostics Agus Sudjianto Aijun Zhang Zebin Yang Yuhao Su Ningzhou Zeng 19 6 0 07 May 2023
Expository Text Generation: Imitate, Retrieve, Paraphrase Nishant Balepur Jie Huang Kevin Chen-Chuan Chang 8 8 0 05 May 2023
Evaluating Post-hoc Interpretability with Intrinsic Interpretability J. P. Amorim P. Abreu João A. M. Santos Henning Muller FAtt 25 1 0 04 May 2023
VendorLink: An NLP approach for Identifying & Linking Vendor Migrants & Potential Aliases on Darknet Markets V. Saxena Nils Rethmeier Gijs Van Dijck Gerasimos Spanakis 24 6 0 04 May 2023
UNADON: Transformer-based model to predict genome-wide chromosome spatial position Muyu Yang Jian Ma MedIm ViT 9 1 0 26 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 19 4 0 25 Apr 2023
Robustness of Visual Explanations to Common Data Augmentation Lenka Tětková Lars Kai Hansen AAML 24 6 0 18 Apr 2023
The XAISuite framework and the implications of explanatory system dissonance Shreyan Mitra Leilani H. Gilpin FAtt 21 1 0 15 Apr 2023