Title
Forecasting Bitcoin volatility spikes from whale transactions and CryptoQuant data using Synthesizer Transformer modelsIEEE Access (IEEE Access), 2022 Dorien Herremans Kah Wee Low 144 6 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 71 3 0 05 Oct 2022
DDoS: A Graph Neural Network based Drug Synergy Prediction AlgorithmACM Conference on Health, Inference, and Learning (ACM CHIL), 2022 Kyriakos Schwarz A. Pliego-Mendieta Amina Mollaysa Lara Planas-Paz C. Pauli Ahmed Allam Michael Krauthammer GNN 125 3 0 03 Oct 2022
Contrastive Corpus Attribution for Explaining RepresentationsInternational Conference on Learning Representations (ICLR), 2022 Christy Lin Hugh Chen Chanwoo Kim Su-In Lee SSL 147 9 0 30 Sep 2022
Towards Faithful Model Explanation in NLP: A SurveyComputational Linguistics (CL), 2022 Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 434 162 0 22 Sep 2022
Concept Activation Regions: A Generalized Framework For Concept-Based ExplanationsNeural Information Processing Systems (NeurIPS), 2022 Jonathan Crabbé M. Schaar 256 65 0 22 Sep 2022
Scope of Pre-trained Language Models for Detecting Conflicting Health InformationInternational Conference on Web and Social Media (ICWSM), 2022 Josepho D. Gatto Madhusudan Basak S. Preum 97 7 0 22 Sep 2022
Fairness ReprogrammingNeural Information Processing Systems (NeurIPS), 2022 Guanhua Zhang Yihua Zhang Yang Zhang Wenqi Fan Qing Li Sijia Liu Shiyu Chang AAML 527 42 0 21 Sep 2022
NeuCEPT: Locally Discover Neural Networks' Mechanism via Critical Neurons Identification with Precision Guarantee Minh Nhat Vu Truc D. T. Nguyen My T. Thai AAML 109 4 0 18 Sep 2022
Machine Reading, Fast and Slow: When Do Models "Understand" Language?International Conference on Computational Linguistics (COLING), 2022 Sagnik Ray Choudhury Anna Rogers Isabelle Augenstein LRM 164 19 0 15 Sep 2022
Towards Benchmarking Explainable Artificial Intelligence Methods Lars Holmberg 78 5 0 25 Aug 2022
POPDx: An Automated Framework for Patient Phenotyping across 392,246 Individuals in the UK Biobank Study Lu Yang Sheng Wang Russ Altman LM&MA 147 5 0 23 Aug 2022
SAFARI: Versatile and Efficient Evaluations for Robustness of InterpretabilityIEEE International Conference on Computer Vision (ICCV), 2022 Wei Huang Xingyu Zhao Gao Jin Xiaowei Huang AAML 261 36 0 19 Aug 2022
UKP-SQuARE v2: Explainability and Adversarial Attacks for Trustworthy QA Rachneet Sachdeva Haritz Puerto Tim Baumgärtner Sewin Tariverdian Hao Zhang Kexin Wang H. Saad Leonardo F. R. Ribeiro Iryna Gurevych AAML 160 2 0 19 Aug 2022
TSInterpret: A unified framework for time series interpretability Jacqueline Höllig Cedric Kulbach Steffen Thoma AI4TS AI4CE 232 5 0 10 Aug 2022
Generalizability Analysis of Graph-based Trajectory Predictor with Vectorized RepresentationIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022 Juanwu Lu Wei Zhan Masayoshi Tomizuka Yeping Hu 120 7 0 06 Aug 2022
ferret: a Framework for Benchmarking Explainers on TransformersConference of the European Chapter of the Association for Computational Linguistics (EACL), 2022 Giuseppe Attanasio Eliana Pastor C. Bonaventura Debora Nozza 276 39 0 02 Aug 2022
TRUST-LAPSE: An Explainable and Actionable Mistrust Scoring Framework for Model MonitoringIEEE Transactions on Artificial Intelligence (IEEE TAI), 2022 Nandita Bhaskhar D. Rubin Christopher Lee-Messer 170 9 0 22 Jul 2022
BASED-XAI: Breaking Ablation Studies Down for Explainable Artificial Intelligence Isha Hameed Samuel Sharpe Daniel Barcklow Justin Au-yeung Sahil Verma Jocelyn Huang Brian Barr C. Bayan Bruss 196 22 0 12 Jul 2022
The Harvard USPTO Patent Dataset: A Large-Scale, Well-Structured, and Multi-Purpose Corpus of Patent ApplicationsNeural Information Processing Systems (NeurIPS), 2022 Mirac Suzgun Luke Melas-Kyriazi Suproteem K. Sarkar S. Kominers Stuart M. Shieber 181 38 0 08 Jul 2022
Auditing Visualizations: Transparency Methods Struggle to Detect Anomalous Behavior Jean-Stanislas Denain Jacob Steinhardt AAML 243 7 0 27 Jun 2022
OpenXAI: Towards a Transparent Evaluation of Model Explanations Chirag Agarwal Dan Ley Satyapriya Krishna Eshika Saxena Martin Pawelczyk Nari Johnson Isha Puri Marinka Zitnik Himabindu Lakkaraju XAI 398 168 0 22 Jun 2022
High Resolution Point Clouds from mmWave RadarIEEE International Conference on Robotics and Automation (ICRA), 2022 Akarsh Prabhakara Tao Jin Arnav M. Das Gantavya Bhatt Lilly Kumari E. Soltanaghaei J. Bilmes Swarun Kumar Anthony G. Rowe 216 81 0 18 Jun 2022
Accelerating Shapley Explanation via Contributive Cooperator SelectionInternational Conference on Machine Learning (ICML), 2022 Guanchu Wang Yu-Neng Chuang Mengnan Du Fan Yang Quan-Gen Zhou Pushkar Tripathi Xuanting Cai Helen Zhou FAtt 189 25 0 17 Jun 2022
Cross-lingual AMR Aligner: Paying Attention to Cross-AttentionAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Abelardo Carlos Martínez Lorenzo Pere-Lluís Huguet Cabot Roberto Navigli 156 6 0 15 Jun 2022
Attributions Beyond Neural Networks: The Linear Program Case Florian Peter Busch Matej Zečević Kristian Kersting Devendra Singh Dhami FAtt 133 0 0 14 Jun 2022
Mediators: Conversational Agents Explaining NLP Model Behavior Nils Feldhus A. Ravichandran Sebastian Möller 210 16 0 13 Jun 2022
Learning to Estimate Shapley Values with Vision TransformersInternational Conference on Learning Representations (ICLR), 2022 Ian Covert Chanwoo Kim Su-In Lee FAtt 235 52 0 10 Jun 2022
Xplique: A Deep Learning Explainability Toolbox Thomas Fel Lucas Hervier David Vigouroux Antonin Poché Justin Plakoo ... Agustin Picard C. Nicodeme Laurent Gardes G. Flandin Thomas Serre 184 41 0 09 Jun 2022
Fooling Explanations in Text ClassifiersInternational Conference on Learning Representations (ICLR), 2022 Adam Ivankay Ivan Girardi Chiara Marchiori P. Frossard AAML 165 20 0 07 Jun 2022
Saliency Cards: A Framework to Characterize and Compare Saliency MethodsConference on Fairness, Accountability and Transparency (FAccT), 2022 Angie Boggust Harini Suresh Hendrik Strobelt John Guttag Arvindmani Satyanarayan FAtt XAI 191 15 0 07 Jun 2022
Dual Decomposition of Convex Optimization Layers for Consistent Attention in Medical ImagesInternational Conference on Machine Learning (ICML), 2022 Tom Ron M. Weiler-Sagie Tamir Hazan FAtt MedIm 178 7 0 06 Jun 2022
Estimating building energy efficiency from street view imagery, aerial imagery, and land surface temperature dataApplied Energy (Appl. Energy), 2022 Kevin Mayer Lukas Haas Tianyuan Huang Juan Bernabé-Moreno Ram Rajagopal Martin Fischer 138 34 0 05 Jun 2022
Actuarial Applications of Natural Language Processing Using Transformers: Case Studies for Using Text Features in an Actuarial ContextBritish Actuarial Journal (BAJ), 2022 Andrea Troxler Jürg Schelldorfer 148 13 0 04 Jun 2022
Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post Hoc ExplanationsNeural Information Processing Systems (NeurIPS), 2022 Tessa Han Suraj Srinivas Himabindu Lakkaraju FAtt 300 105 0 02 Jun 2022
Interpretability Guarantees with Merlin-Arthur ClassifiersInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 S. Wäldchen Kartikey Sharma Berkant Turan Max Zimmer Sebastian Pokutta FAtt 279 8 0 01 Jun 2022
How explainable are adversarially-robust CNNs? Mehdi Nourelahi Lars Kotthoff Peijie Chen Anh Totti Nguyen AAML FAtt 168 10 0 25 May 2022
Deletion and Insertion Tests in Regression ModelsJournal of machine learning research (JMLR), 2022 Naofumi Hama Masayoshi Mase Art B. Owen 282 12 0 25 May 2022
Interpretation Quality Score for Measuring the Quality of interpretability methods Sean Xie Soroush Vosoughi Saeed Hassanpour XAI 245 5 0 24 May 2022
Visual Explanations from Deep Networks via Riemann-Stieltjes Integrated Gradient-based LocalizationInternational Symposium on Visual Computing (ISVC), 2022 Mirtha Lucas Miguel A. Lerma J. Furst D. Raicu FAtt 133 15 0 22 May 2022
Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc ExplanationsAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2022 Jessica Dai Sohini Upadhyay Ulrich Aïvodji Stephen H. Bach Himabindu Lakkaraju 209 61 0 15 May 2022
Poly-CAM: High resolution class activation map for convolutional neural networksMachine Vision and Applications (MVA), 2022 A. Englebert O. Cornu Christophe De Vleeschouwer 164 21 0 28 Apr 2022
Improving Multimodal Speech Recognition by Data Augmentation and Speech Representations Dan Oneaţă H. Cucu 102 22 0 27 Apr 2022
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?IEEE Access (IEEE Access), 2022 Tiago Gonçalves Isabel Rio-Torto Luís F. Teixeira J. S. Cardoso OOD MedIm 184 52 0 26 Apr 2022
Testing robustness of predictions of trained classifiers against naturally occurring perturbations S. Scher A. Trugler OOD AAML 285 3 0 21 Apr 2022
Explainable Analysis of Deep Learning Methods for SAR Image ClassificationIEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2022 Sheng Su Ziteng Cui Weiwei Guo Zenghui Zhang Wenxian Yu XAI 103 14 0 14 Apr 2022
A Novel Approach to Train Diverse Types of Language Models for Health Mention Classification of TweetsInternational Conference on Artificial Neural Networks (ICANN), 2022 Pervaiz Iqbal Khan Imran Razzak Andreas Dengel Sheraz Ahmed MedIm 104 5 0 13 Apr 2022
Can Question Rewriting Help Conversational Question Answering?First Workshop on Insights from Negative Results in NLP (IFNRN), 2022 Etsuko Ishii Yan Xu Samuel Cahyawijaya Bryan Wilie 218 12 0 13 Apr 2022
A Multilingual Perspective Towards the Evaluation of Attribution Methods in Natural Language InferenceConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Kerem Zaman Yonatan Belinkov 205 8 0 11 Apr 2022
On Explaining Multimodal Hateful Meme Detection ModelsThe Web Conference (WWW), 2022 Ming Shan Hee Roy Ka-wei Lee Wen-Haw Chong VLM 227 49 0 04 Apr 2022