Title
Assaying Out-Of-Distribution Generalization in Transfer Learning F. Wenzel Andrea Dittadi Peter V. Gehler Carl-Johann Simon-Gabriel Max Horn ... Chris Russell Thomas Brox Bernt Schiele Bernhard Schölkopf Francesco Locatello OOD OODD AAML 49 71 0 19 Jul 2022
Calibrated ensembles can mitigate accuracy tradeoffs under distribution shift Ananya Kumar Tengyu Ma Percy Liang Aditi Raghunathan UQCV OODD OOD 37 38 0 18 Jul 2022
Performance degradation of ImageNet trained models by simple image transformations Harsh Maheshwari 12 0 0 17 Jul 2022
Progress and limitations of deep networks to recognize objects in unusual poses Amro Abbas Stéphane Deny OOD AAML 13 17 0 16 Jul 2022
SVGraph: Learning Semantic Graphs from Instructional Videos Madeline Chantry Schiappa Y. S. Rawat 17 4 0 16 Jul 2022
Is a Caption Worth a Thousand Images? A Controlled Study for Representation Learning Shibani Santurkar Yann Dubois Rohan Taori Percy Liang Tatsunori Hashimoto CLIP VLM 19 41 0 15 Jul 2022
Plex: Towards Reliability using Pretrained Large Model Extensions Dustin Tran J. Liu Michael W. Dusenberry Du Phan Mark Collier ... D. Sculley Y. Gal Zoubin Ghahramani Jasper Snoek Balaji Lakshminarayanan VLM 31 124 0 15 Jul 2022
Contrastive Adapters for Foundation Model Group Robustness Michael Zhang Christopher Ré VLM 8 61 0 14 Jul 2022
On the Strong Correlation Between Model Invariance and Generalization Weijian Deng Stephen Gould Liang Zheng OOD 26 16 0 14 Jul 2022
Convolutional Bypasses Are Better Vision Transformer Adapters Shibo Jie Zhi-Hong Deng VPVLM 10 131 0 14 Jul 2022
Domain Alignment Meets Fully Test-Time Adaptation Kowshik Thopalli P. Turaga Jayaraman J. Thiagarajan OOD TTA 20 4 0 09 Jul 2022
Models Out of Line: A Fourier Lens on Distribution Shift Robustness Sara Fridovich-Keil Brian Bartoldson James Diffenderfer B. Kailkhura P. Bremer OOD 56 0 0 08 Jul 2022
Back to the Source: Diffusion-Driven Test-Time Adaptation Jin Gao Jialing Zhang Xihui Liu Trevor Darrell Evan Shelhamer Dequan Wang TTA 11 50 0 07 Jul 2022
A simple normalization technique using window statistics to improve the out-of-distribution generalization on medical images Chengfeng Zhou Songchang Chen Chenming Xu Jun Wang Feng Liu Chun Zhang Juan Ye Hefeng Huang Dahong Qian OOD 11 0 0 07 Jul 2022
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations Madeline Chantry Schiappa Shruti Vyas Hamid Palangi Y. S. Rawat Vibhav Vineet VLM 120 17 0 05 Jul 2022
Predicting Out-of-Domain Generalization with Neighborhood Invariance Nathan Ng Neha Hulkund Kyunghyun Cho Marzyeh Ghassemi OOD 11 4 0 05 Jul 2022
RepMix: Representation Mixing for Robust Attribution of Synthesized Images Tu Bui Ning Yu John Collomosse 17 35 0 05 Jul 2022
Large-scale Robustness Analysis of Video Action Recognition Models Madeline Chantry Schiappa Naman Biyani Prudvi Kamtam Shruti Vyas Hamid Palangi Vibhav Vineet Y. S. Rawat AAML 24 24 0 04 Jul 2022
How Robust is Your Fairness? Evaluating and Sustaining Fairness under Unseen Distribution Shifts Haotao Wang Junyuan Hong Jiayu Zhou Zhangyang Wang OOD 50 11 0 04 Jul 2022
Removing Batch Normalization Boosts Adversarial Training Haotao Wang Aston Zhang Shuai Zheng Xingjian Shi Mu Li Zhangyang Wang 32 41 0 04 Jul 2022
Shifts 2.0: Extending The Dataset of Real Distributional Shifts A. Malinin A. Athanasopoulos M. Barakovic Meritxell Bach Cuadra Mark J. F. Gales ... Francesco La Rosa Eli Sivena V. Tsarsitalidis Efi Tsompopoulou E. Volf OOD 22 28 0 30 Jun 2022
Distilling Model Failures as Directions in Latent Space Saachi Jain Hannah Lawrence Ankur Moitra A. Madry 16 89 0 29 Jun 2022
RegMixup: Mixup as a Regularizer Can Surprisingly Improve Accuracy and Out Distribution Robustness Francesco Pinto Harry Yang Ser-Nam Lim Philip H. S. Torr P. Dokania UQCV 25 34 0 29 Jun 2022
SImProv: Scalable Image Provenance Framework for Robust Content Attribution Alexander Black Tu Bui Simon Jenni Zhifei Zhang Viswanathan Swaminanthan John Collomosse 25 0 0 28 Jun 2022
Robustifying Vision Transformer without Retraining from Scratch by Test-Time Class-Conditional Feature Alignment Takeshi Kojima Yutaka Matsuo Yusuke Iwasawa 47 27 0 28 Jun 2022
Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming Chuan Wen Jianing Qian Jierui Lin Jiaye Teng Dinesh Jayaraman Yang Gao AAML 10 17 0 22 Jun 2022
Self-Supervised Learning for Videos: A Survey Madeline Chantry Schiappa Y. S. Rawat M. Shah SSL 34 131 0 18 Jun 2022
Revisiting Self-Distillation M. Pham Minsu Cho Ameya Joshi C. Hegde 10 22 0 17 Jun 2022
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation Tao Sun Mattia Segu Janis Postels Yuxuan Wang Luc Van Gool Bernt Schiele F. Tombari F. I. F. Richard Yu TTA 36 149 0 16 Jun 2022
Noisy Learning for Neural ODEs Acts as a Robustness Locus Widening Martin Gonzalez H. Hajri Loic Cantat M. Petreczky 27 1 0 16 Jun 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 19 2 0 16 Jun 2022
Masked Frequency Modeling for Self-Supervised Visual Pre-Training Jiahao Xie Wei Li Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy 19 69 0 15 Jun 2022
A Simple Data Mixing Prior for Improving Self-Supervised Learning Sucheng Ren Huiyu Wang Zhengqi Gao Shengfeng He Alan Yuille Yuyin Zhou Cihang Xie 13 35 0 15 Jun 2022
A Meta-Analysis of Distributionally-Robust Models Ben Feuer Ameya Joshi C. Hegde OOD VLM 32 3 0 15 Jun 2022
X-Risk Analysis for AI Research Dan Hendrycks Mantas Mazeika 27 67 0 13 Jun 2022
InBiaseD: Inductive Bias Distillation to Improve Generalization and Robustness through Shape-awareness Shruthi Gowda Bahram Zonooz Elahe Arani 24 5 0 12 Jun 2022
Lost in Transmission: On the Impact of Networking Corruptions on Video Machine Learning Models Trenton Chang Daniel Y. Fu 18 0 0 10 Jun 2022
Neural Prompt Search Yuanhan Zhang Kaiyang Zhou Ziwei Liu VPVLM VLM 34 144 0 09 Jun 2022
MobileOne: An Improved One millisecond Mobile Backbone Pavan Kumar Anasosalu Vasu J. Gabriel Jeff J. Zhu Oncel Tuzel Anurag Ranjan 25 154 0 08 Jun 2022
Toward Certified Robustness Against Real-World Distribution Shifts Haoze Wu Teruhiro Tagomori Alexander Robey Fengjun Yang Nikolai Matni George Pappas Hamed Hassani C. Păsăreanu Clark W. Barrett AAML OOD 35 18 0 08 Jun 2022
Can CNNs Be More Robust Than Transformers? Zeyu Wang Yutong Bai Yuyin Zhou Cihang Xie UQCV OOD 22 46 0 07 Jun 2022
Masked Unsupervised Self-training for Label-free Image Classification Junnan Li Silvio Savarese Steven C. H. Hoi VLM SSL 10 12 0 07 Jun 2022
Robust Calibration with Multi-domain Temperature Scaling Yaodong Yu Stephen Bates Yi-An Ma Michael I. Jordan OOD UQCV 11 33 0 06 Jun 2022
AugLoss: A Robust Augmentation-based Fine Tuning Methodology Kyle Otstot J. Cava Tyler Sypherd Lalitha Sankar 16 0 0 05 Jun 2022
Siamese Image Modeling for Self-Supervised Vision Representation Learning Chenxin Tao Xizhou Zhu Weijie Su Gao Huang Bin Li Jie Zhou Yu Qiao Xiaogang Wang Jifeng Dai SSL 35 94 0 02 Jun 2022
Optimizing Relevance Maps of Vision Transformers Improves Robustness Hila Chefer Idan Schwartz Lior Wolf ViT 27 37 0 02 Jun 2022
Prefix Conditioning Unifies Language and Label Supervision Kuniaki Saito Kihyuk Sohn X. Zhang Chun-Liang Li Chen-Yu Lee Kate Saenko Tomas Pfister VLM CLIP 32 16 0 02 Jun 2022
FACM: Intermediate Layer Still Retain Effective Features against Adversarial Examples Xiangyuan Yang Jie Lin Hanlin Zhang Xinyu Yang Peng Zhao AAML 34 0 0 02 Jun 2022
CropMix: Sampling a Rich Input Distribution via Multi-Scale Cropping Junlin Han L. Petersson Hongdong Li Ian Reid 26 9 0 31 May 2022
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 179 271 0 30 May 2022