Title
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 24 31 0 29 Mar 2022
AUC Maximization in the Era of Big Data and AI: A Survey Tianbao Yang Yiming Ying 44 179 0 28 Mar 2022
A Comparative Survey of Deep Active Learning Xueying Zhan Qingzhong Wang Kuan-Hao Huang Haoyi Xiong Dejing Dou Antoni B. Chan FedML HAI 24 105 0 25 Mar 2022
Domino: Discovering Systematic Errors with Cross-Modal Embeddings Sabri Eyuboglu M. Varma Khaled Kamal Saab Jean-Benoit Delbrouck Christopher Lee-Messer Jared A. Dunnmon James Zou Christopher Ré 38 143 0 24 Mar 2022
Rich Feature Construction for the Optimization-Generalization Dilemma Jianyu Zhang David Lopez-Paz Léon Bottou 21 36 0 24 Mar 2022
Distributionally Robust Optimization via Ball Oracle Acceleration Y. Carmon Danielle Hausler 18 11 0 24 Mar 2022
A Broad Study of Pre-training for Domain Generalization and Adaptation Donghyun Kim Kaihong Wang Stan Sclaroff Kate Saenko OOD AI4CE 37 79 0 22 Mar 2022
Domain Generalization by Mutual-Information Regularization with Pre-trained Models Junbum Cha Kyungjae Lee Sungrae Park Sanghyuk Chun OOD 26 131 0 21 Mar 2022
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Jean-Christophe Gagnon-Audet Kartik Ahuja Mohammad Javad Darvishi Bayazi Pooneh Mousavi G. Dumas Irina Rish OOD CML AI4TS 32 29 0 18 Mar 2022
Do Deep Networks Transfer Invariances Across Classes? Allan Zhou Fahim Tajwar Alexander Robey Tom Knowles George J. Pappas Hamed Hassani Chelsea Finn OOD 37 18 0 18 Mar 2022
Context-Dependent Anomaly Detection with Knowledge Graph Embedding Models Nathan Vaska Kevin J. Leahy Victoria Helus 16 1 0 17 Mar 2022
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise Setting Ilias Chalkidis Anders Søgaard OOD AI4TS 14 29 0 15 Mar 2022
Generalized but not Robust? Comparing the Effects of Data Modification Methods on Out-of-Domain Generalization and Adversarial Robustness Tejas Gokhale Swaroop Mishra Man Luo Bhavdeep Singh Sachdeva Chitta Baral 52 29 0 15 Mar 2022
SuperAnimal pretrained pose estimation models for behavioral analysis Shaokai Ye Anastasiia Filippova Jessy Lauer Steffen Schneider Maxime Vidal Tian Qiu Alexander Mathis Mackenzie W. Mathis 39 26 0 14 Mar 2022
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing Ilias Chalkidis Tommaso Pasini Shenmin Zhang Letizia Tomada Sebastian Felix Schwemer Anders Søgaard AILaw 40 54 0 14 Mar 2022
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 54 922 1 10 Mar 2022
Domain Generalisation for Object Detection under Covariate and Concept Shift Karthik Seemakurthy E. Aptoula Charles Fox Petra Bosilj ObjD OOD 28 10 0 10 Mar 2022
The Impact of Differential Privacy on Group Disparity Mitigation Victor Petrén Bach Hansen A. Neerkaje Ramit Sawhney Lucie Flek Anders Søgaard 48 9 0 05 Mar 2022
Towards IID representation learning and its application on biomedical data Jiqing Wu I. Zlobec Maxime W. Lafarge Yukun He V. Koelzer OOD CML 25 4 0 01 Mar 2022
Investigating Selective Prediction Approaches Across Several Tasks in IID, OOD, and Adversarial Settings Neeraj Varshney Swaroop Mishra Chitta Baral 21 55 0 01 Mar 2022
GraphWorld: Fake Graphs Bring Real Insights for GNNs John Palowitch Anton Tsitsulin Brandon Mayer Bryan Perozzi GNN 195 68 0 28 Feb 2022
Exploring the Unfairness of DP-SGD Across Settings Frederik Noe R. Herskind Anders Søgaard 27 4 0 24 Feb 2022
A New Generation of Perspective API: Efficient Multilingual Character-level Transformers Alyssa Lees Vinh Q. Tran Yi Tay Jeffrey Scott Sorensen Jai Gupta Donald Metzler Lucy Vasserman 30 175 0 22 Feb 2022
Myriad: a real-world testbed to bridge trajectory optimization and deep learning Nikolaus H. R. Howe Simon Dufort-Labbé Nitarshan Rajkumar Pierre-Luc Bacon 32 5 0 22 Feb 2022
Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution Ananya Kumar Aditi Raghunathan Robbie Jones Tengyu Ma Percy Liang OODD 50 642 0 21 Feb 2022
Understanding Robust Generalization in Learning Regular Languages Soham Dan Osbert Bastani Dan Roth OOD 11 4 0 20 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 26 110 0 16 Feb 2022
MetaShift: A Dataset of Datasets for Evaluating Contextual Distribution Shifts and Training Conflicts Weixin Liang James Zou OOD 40 82 0 14 Feb 2022
Predicting Out-of-Distribution Error with the Projection Norm Yaodong Yu Zitong Yang Alexander Wei Yi Ma Jacob Steinhardt OODD 17 43 0 11 Feb 2022
Accountability in an Algorithmic Society: Relationality, Responsibility, and Robustness in Machine Learning A. Feder Cooper Emanuel Moss Benjamin Laufer Helen Nissenbaum MLAU 26 85 0 10 Feb 2022
Agree to Disagree: Diversity through Disagreement for Better Transferability Matteo Pagliardini Martin Jaggi Franccois Fleuret Sai Praneeth Karimireddy 20 70 0 09 Feb 2022
The Lifecycle of a Statistical Model: Model Failure Detection, Identification, and Refitting Alnur Ali Maxime Cauchois John C. Duchi 24 2 0 08 Feb 2022
Robust Hybrid Learning With Expert Augmentation Antoine Wehenkel Jens Behrmann Hsiang Hsu Guillermo Sapiro Gilles Louppe and J. Jacobsen 26 8 0 08 Feb 2022
Diversify and Disambiguate: Learning From Underspecified Data Yoonho Lee Huaxiu Yao Chelsea Finn 213 64 0 07 Feb 2022
Self-Adaptive Forecasting for Improved Deep Learning on Non-Stationary Time-Series Sercan Ö. Arik Nathanael Yoder Tomas Pfister TTA AI4TS 11 20 0 04 Feb 2022
Discovering Distribution Shifts using Latent Space Representations Leo Betthauser Urszula Chajewska M. Diesendruck Rohith Pesala OOD 30 5 0 04 Feb 2022
Source data selection for out-of-domain generalization Xinran Miao Kris Sankaran OODD 8 0 0 04 Feb 2022
Mapping DNN Embedding Manifolds for Network Generalization Prediction Molly O'Brien Julia V. Bukowski Mathias Unberath Aria Pezeshk Gregory Hager AI4CE 25 0 0 03 Feb 2022
Certifying Out-of-Domain Generalization for Blackbox Functions Maurice Weber Linyi Li Wei Ping Zhikuan Zhao Bo-wen Li Ce Zhang OOD 29 14 0 03 Feb 2022
Log-Euclidean Signatures for Intrinsic Distances Between Unaligned Datasets Tal Shnitzer Mikhail Yurochkin Kristjan Greenewald Justin Solomon 41 6 0 03 Feb 2022
Diagnosing failures of fairness transfer across distribution shift in real-world medical settings Jessica Schrouff Natalie Harris Oluwasanmi Koyejo Ibrahim M. Alabdulmohsin Eva Schnider ... Vivek Natarajan Alan Karthikesalingam Katherine A. Heller Silvia Chiappa Alexander DÁmour OOD 55 53 0 02 Feb 2022
Datamodels: Predicting Predictions from Training Data Andrew Ilyas Sung Min Park Logan Engstrom Guillaume Leclerc A. Madry TDI 47 131 0 01 Feb 2022
On the Limitations of General Purpose Domain Generalisation Methods Henry Gouk Ondrej Bohdal Da Li Timothy M. Hospedales 23 10 0 01 Feb 2022
Provable Domain Generalization via Invariant-Feature Subspace Recovery Haoxiang Wang Haozhe Si Bo-wen Li Han Zhao OOD 60 32 0 30 Jan 2022
Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions Jiachen Sun Qingzhao Zhang B. Kailkhura Zhiding Yu Chaowei Xiao Z. Morley Mao 3DPC 38 84 0 28 Jan 2022
Understanding Why Generalized Reweighting Does Not Improve Over ERM Runtian Zhai Chen Dan Zico Kolter Pradeep Ravikumar OOD 44 27 0 28 Jan 2022
Vision Checklist: Towards Testable Error Analysis of Image Models to Help System Designers Interrogate Model Capabilities Xin Du Bénédicte Legastelois B. Ganesh A. Rajan Hana Chockler Vaishak Belle Stuart Anderson S. Ramamoorthy AAML 27 6 0 27 Jan 2022
DrugOOD: Out-of-Distribution (OOD) Dataset Curator and Benchmark for AI-aided Drug Discovery -- A Focus on Affinity Prediction Problems with Noise Annotations Yuanfeng Ji Lu Zhang Jiaxiang Wu Bing Wu Long-Kai Huang ... Ping Luo Shuigeng Zhou Junzhou Huang Peilin Zhao Yatao Bian OOD 69 73 0 24 Jan 2022
An Empirical Investigation of Model-to-Model Distribution Shifts in Trained Convolutional Filters Paul Gavrikov J. Keuper 16 1 0 20 Jan 2022
Fantastic Data and How to Query Them T. Tran Le-Tuan Anh M. Duc Jicheng Yuan Danh Le-Phuoc 6 4 0 13 Jan 2022