Title
Improving Out-of-Domain Robustness with Targeted Augmentation in Frequency and Pixel Spaces Ruoqi Wang Haitao Wang Shaojie Guo Qiong Luo OOD 13 0 0 18 May 2025
Unsupervised Detection of Distribution Shift in Inverse Problems using Diffusion Models Shirin Shoushtari Edward P. Chandler Yuanhao Wang M. Salman Asif Ulugbek S. Kamilov DiffM 12 0 0 16 May 2025
Contrastive Normalizing Flows for Uncertainty-Aware Parameter Estimation Ibrahim Elsharkawy Yonatan Kahn 18 0 0 13 May 2025
Fine-Grained Bias Exploration and Mitigation for Group-Robust Classification Miaoyun Zhao Qiang Zhang C. Li 31 0 0 11 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
Engineering Risk-Aware, Security-by-Design Frameworks for Assurance of Large-Scale Autonomous AI Models Krti Tallam 31 0 0 09 May 2025
Position: Epistemic Artificial Intelligence is Essential for Machine Learning Models to Know When They Do Not Know Shireen Kudukkil Manchingal Fabio Cuzzolin 56 0 0 08 May 2025
SEVA: Leveraging Single-Step Ensemble of Vicinal Augmentations for Test-Time Adaptation Zixuan Hu Yichun Hu Ling-yu Duan TTA 56 0 0 07 May 2025
Towards Application-Specific Evaluation of Vision Models: Case Studies in Ecology and Biology A. H. H. Chan Otto Brookes Urs Waldmann Hemal Naik I. Couzin ... Lukas Boesch M. Arandjelovic H. Kühl T. Burghardt Fumihiro Kano 164 0 0 05 May 2025
Representation Learning Preserving Ignorability and Covariate Matching for Treatment Effects Praharsh Nanavati Ranjitha Prasad Karthikeyan Shanmugam OOD CML 66 0 0 29 Apr 2025
Improvements of Dark Experience Replay and Reservoir Sampling towards Better Balance between Consolidation and Plasticity Taisuke Kobayashi CLL 41 0 0 29 Apr 2025
Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments Yun Qu Luu Anh Tuan Yixiu Mao Yiqin Lv Xiangyang Ji TTA 90 0 0 27 Apr 2025
Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation Shahad Albastaki Anabia Sohail I. I. Ganapathi B. Alawode Asim Khan Sajid Javed Naoufel Werghi Mohammed Bennamoun Arif Mahmood 66 0 0 26 Apr 2025
Class-Conditional Distribution Balancing for Group Robust Classification Miaoyun Zhao Qiang Zhang C. Li 70 1 0 24 Apr 2025
DataS^3: Dataset Subset Selection for Specialization Neha Hulkund Alaa Maalouf Levi Cai Daniel Yang Tsun-Hsuan Wang ... Ken Goldberg Hannah Kerner Irene Chen Yogesh A. Girdhar Sara Beery 30 0 0 22 Apr 2025
COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts Jiansheng Li Xingxuan Zhang Hao Zou Yige Guo Renzhe Xu Yilong Liu Chuzhao Zhu Yue He Peng Cui VLM 42 0 0 14 Apr 2025
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization Lin Zhu Yifeng Yang Zichao Nie Yuan Gao VLM 30 0 0 13 Apr 2025
CAShift: Benchmarking Log-Based Cloud Attack Detection under Normality Shift Jiongchi Yu Xiaofei Xie Q. Hu Bowen Zhang Ziming Zhao Yun Lin Lei Ma Ruitao Feng Frank Liau 48 0 0 12 Apr 2025
Efficient Mixture of Geographical Species for On Device Wildlife Monitoring Emmanuel Azuh Mensah Joban Mand Yueheng Ou Min Jang Kurtis Heimerl 41 0 0 11 Apr 2025
Self-Bootstrapping for Versatile Test-Time Adaptation Shuaicheng Niu Guohao Chen P. Zhao Tianyi Wang Pengcheng Wu Zhiqi Shen ViT TTA 62 0 0 10 Apr 2025
SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks Xinyu Luo Kecheng Chen P. Sun Chris Xing Tian Arindam Basu Haoliang Li TTA 78 0 0 03 Apr 2025
Multivariate Temporal Regression at Scale: A Three-Pillar Framework Combining ML, XAI, and NLP Jiztom Kavalakkatt Francis Matthew J. Darr 32 0 0 02 Apr 2025
Simple yet Effective Node Property Prediction on Edge Streams under Distribution Shifts Jongha Lee Taehyung Kwon Heechan Moon Kijung Shin AI4TS 46 0 0 01 Apr 2025
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization Youngjun Song Youngsik Hwang Jonghun Lee Heechang Lee Dong-Young Lim AAML 49 0 0 30 Mar 2025
Robustness quantification: a new method for assessing the reliability of the predictions of a classifier Adrián Detavernier Jasper De Bock UQCV OOD 61 0 0 28 Mar 2025
Benchmarking Object Detectors under Real-World Distribution Shifts in Satellite Imagery Sara Al-Emadi Yin Yang Ferda Ofli 39 0 0 24 Mar 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 61 0 0 23 Mar 2025
Rethinking Robustness in Machine Learning: A Posterior Agreement Approach João B. S. Carvalho Alessandro Torcinovich Victor Jimenez Rodriguez Antonio Emanuele Cinà Carlos Cotrini Lea Schönherr J. M. Buhmann OOD 68 0 0 20 Mar 2025
LeanTTA: A Backpropagation-Free and Stateless Approach to Quantized Test-Time Adaptation on Edge Devices Cynthia Dong Hong Jia Young D. Kwon Georgios Rizos Cecilia Mascolo MQ 68 0 0 20 Mar 2025
In Shift and In Variance: Assessing the Robustness of HAR Deep Learning Models against Variability Azhar Ali Khaked Nobuyuki Oishi Daniel Roggen Paula Lago 47 0 0 14 Mar 2025
Divide and Conquer Self-Supervised Learning for High-Content Imaging Lucas Farndale Paul Henderson Edward W Roberts Ke Yuan SSL 63 0 0 10 Mar 2025
Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions Rui Qiao Zhaoxuan Wu Jingtan Wang Pang Wei Koh Bryan Kian Hsiang Low OOD 53 2 0 10 Mar 2025
Learning Decision Trees as Amortized Structure Inference Mohammed Mahfoud Ghait Boukachab Michał Koziarski A. Garcia Stefan Bauer Yoshua Bengio Nikolay Malkin BDL 53 0 0 10 Mar 2025
Elliptic Loss Regularization Ali Hasan Haoming Yang Yuting Ng Vahid Tarokh 76 1 0 04 Mar 2025
A generalized approach to label shift: the Conditional Probability Shift Model Paweł Teisseyre J. Mielniczuk 49 0 0 04 Mar 2025
Robustness to Geographic Distribution Shift using Location Encoders Ruth Crasto OOD 81 0 0 03 Mar 2025
A Guide to Failure in Machine Learning: Reliability and Robustness from Foundations to Practice Eric Heim Oren Wright David Shriver OOD FaML 68 0 0 01 Mar 2025
The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition Otto Brookes Maksim Kukushkin Majid Mirmehdi Colleen Stephens Paula Dieguez ... Lukas Boesch Thomas Schmid M. Arandjelovic H. Kühl T. Burghardt 48 0 0 28 Feb 2025
Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning Shangding Gu Laixi Shi Muning Wen Ming Jin Eric Mazumdar Yuejie Chi Adam Wierman C. Spanos OOD OffRL 36 1 0 27 Feb 2025
Kandinsky Conformal Prediction: Beyond Class- and Covariate-Conditional Coverage Konstantina Bairaktari Jiayun Wu Zhiwei Steven Wu 49 0 0 24 Feb 2025
DivIL: Unveiling and Addressing Over-Invariance for Out-of- Distribution Generalization Jiaqi Wang Yuhang Zhou Zhixiong Zhang Qiguang Chen Yongqiang Chen James Cheng OODD 60 1 0 18 Feb 2025
Likelihood-Ratio Regularized Quantile Regression: Adapting Conformal Prediction to High-Dimensional Covariate Shifts Sunay Joshi Shayan Kiyani George Pappas Yan Sun Hamed Hassani 73 0 0 18 Feb 2025
Generative Risk Minimization for Out-of-Distribution Generalization on Graphs Song Wang Zhen Tan Yaochen Zhu Chuxu Zhang Wenlin Yao OOD 101 0 0 11 Feb 2025
Privacy-Preserving Dataset Combination Keren Fuentes Mimee Xu Irene Chen 43 0 0 09 Feb 2025
Sebra: Debiasing Through Self-Guided Bias Ranking Adarsh Kappiyath Abhra Chaudhuri Ajay Jaiswal Ziquan Liu Yunpeng Li Xiatian Zhu L. Yin CML 137 1 1 30 Jan 2025
One-Class Domain Adaptation via Meta-Learning Stephanie Holly T. Bierweiler Stefan von Dosky Ahmed Frikha C. Heitzinger Jana Eder 78 0 0 22 Jan 2025
Towards Understanding Extrapolation: a Causal Lens Lingjing Kong Guangyi Chen P. Stojanov Yiming Li Eric P. Xing Kun Zhang 185 2 0 17 Jan 2025
Transforming Vision Transformer: Towards Efficient Multi-Task Asynchronous Learning Hanwen Zhong Jiaxin Chen Yutong Zhang Di Huang Yunhong Wang MoE 42 0 0 12 Jan 2025
Challenging reaction prediction models to generalize to novel chemistry John Bradshaw Anji Zhang Babak Mahjour David E. Graff Marwin H. S. Segler Connor W. Coley 40 1 0 11 Jan 2025
Zero-shot Shark Tracking and Biometrics from Aerial Imagery Chinmay K Lalgudi Mark E Leone Jaden V Clark Sergio Madrigal-Mora Mario Espinoza 47 0 0 10 Jan 2025