Title
Generalizing Multimodal Pre-training into Multilingual via Language Acquisition Liang Zhang Anwen Hu Qin Jin VLM 25 5 0 29 May 2022
SupMAE: Supervised Masked Autoencoders Are Efficient Vision Learners Feng Liang Yangguang Li Diana Marculescu SSL TPM ViT 42 22 0 28 May 2022
CyCLIP: Cyclic Contrastive Language-Image Pretraining Shashank Goel Hritik Bansal S. Bhatia Ryan A. Rossi Vishwa Vinay Aditya Grover CLIP VLM 168 132 0 28 May 2022
Matryoshka Representation Learning Aditya Kusupati Gantavya Bhatt Aniket Rege Matthew Wallingford Aditya Sinha ... William Howard-Snyder Kaifeng Chen Sham Kakade Prateek Jain Ali Farhadi 26 73 0 26 May 2022
Rethinking Streaming Machine Learning Evaluation Shreya Shankar Bernease Herman Aditya G. Parameswaran LRM 46 6 0 23 May 2022
Feature-Distribution Perturbation and Calibration for Generalized Person ReID Qilei Li Jiabo Huang Jian Hu S. Gong OOD 19 3 0 23 May 2022
Supporting Vision-Language Model Inference with Confounder-pruning Knowledge Prompt Jiangmeng Li Wenyi Mo Wenwen Qiang Bing-Huang Su Changwen Zheng Hui Xiong Ji-Rong Wen VLM 16 0 0 23 May 2022
Test-Time Robust Personalization for Federated Learning Liang Jiang Tao R. Lin FedML OOD TTA 77 43 0 22 May 2022
Test-time Batch Normalization Tao Yang Shenglong Zhou Yuwang Wang Yan Lu Nanning Zheng OOD 49 9 0 20 May 2022
Improving Robustness against Real-World and Worst-Case Distribution Shifts through Decision Region Quantification Leo Schwinn Leon Bungert A. Nguyen René Raab Falk Pulsmeyer Doina Precup Björn Eskofier Dario Zanca OOD 42 12 0 19 May 2022
TTAPS: Test-Time Adaption by Aligning Prototypes using Self-Supervision Alexander Bartler Florian Bender Felix Wiewel B. Yang TTA 38 9 0 18 May 2022
When does dough become a bagel? Analyzing the remaining mistakes on ImageNet Vijay Vasudevan Benjamin Caine Raphael Gontijo-Lopes Sara Fridovich-Keil Rebecca Roelofs VLM UQCV 33 57 0 09 May 2022
How Does Frequency Bias Affect the Robustness of Neural Image Classifiers against Common Corruption and Adversarial Perturbations? Alvin Chan Yew-Soon Ong Clement Tan AAML 22 13 0 09 May 2022
A Survey on AI Sustainability: Emerging Trends on Learning Algorithms and Research Challenges Zhenghua Chen Min-man Wu Alvin Chan Xiaoli Li Yew-Soon Ong 14 6 0 08 May 2022
Sequencer: Deep LSTM for Image Classification Yuki Tatsunami Masato Taki VLM ViT 16 78 0 04 May 2022
CoCa: Contrastive Captioners are Image-Text Foundation Models Jiahui Yu Zirui Wang Vijay Vasudevan Legg Yeung Mojtaba Seyedhosseini Yonghui Wu VLM CLIP OffRL 57 1,255 0 04 May 2022
Data Determines Distributional Robustness in Contrastive Language Image Pre-training (CLIP) Alex Fang Gabriel Ilharco Mitchell Wortsman Yu Wan Vaishaal Shankar Achal Dave Ludwig Schmidt VLM OOD 20 138 0 03 May 2022
Causal Transportability for Visual Recognition Chengzhi Mao K. Xia James Wang Hongya Wang Junfeng Yang Elias Bareinboim Carl Vondrick CML OOD BDL 17 35 0 26 Apr 2022
Deeper Insights into the Robustness of ViTs towards Common Corruptions Rui Tian Zuxuan Wu Qi Dai Han Hu Yu-Gang Jiang ViT AAML 16 4 0 26 Apr 2022
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization Minghui Chen Cheng Wen Feng Zheng Fengxiang He Ling Shao OODD 11 3 0 25 Apr 2022
Visual Attention Emerges from Recurrent Sparse Reconstruction Baifeng Shi Ya-heng Song Neel Joshi Trevor Darrell Xin Eric Wang 3DH 14 6 0 23 Apr 2022
iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition Yixuan Wei Yue Cao Zheng-Wei Zhang Zhuliang Yao Zhenda Xie Han Hu B. Guo VLM 21 11 0 22 Apr 2022
Testing robustness of predictions of trained classifiers against naturally occurring perturbations S. Scher A. Trugler OOD AAML 12 1 0 21 Apr 2022
Fast AdvProp Jieru Mei Yucheng Han Yutong Bai Yixiao Zhang Yingwei Li Xianhang Li Alan Yuille Cihang Xie AAML 21 8 0 21 Apr 2022
NICO++: Towards Better Benchmarking for Domain Generalization Xingxuan Zhang Linjun Zhou Renzhe Xu Haoxin Liu Zheyan Shen Peng Cui OOD 23 75 0 17 Apr 2022
Masked Siamese Networks for Label-Efficient Learning Mahmoud Assran Mathilde Caron Ishan Misra Piotr Bojanowski Florian Bordes Pascal Vincent Armand Joulin Michael G. Rabbat Nicolas Ballas SSL 11 311 0 14 Apr 2022
Defensive Patches for Robust Recognition in the Physical World Jiakai Wang Zixin Yin Pengfei Hu Aishan Liu Renshuai Tao Haotong Qin Xianglong Liu Dacheng Tao AAML 14 29 0 13 Apr 2022
No Token Left Behind: Explainability-Aided Image Classification and Generation Roni Paiss Hila Chefer Lior Wolf VLM 26 29 0 11 Apr 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 28 455 0 10 Apr 2022
Robust Cross-Modal Representation Learning with Progressive Self-Distillation A. Andonian Shixing Chen Raffay Hamid VLM 19 55 0 10 Apr 2022
The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization Zeyi Huang Haohan Wang Dong Huang Yong Jae Lee Eric P. Xing 11 22 0 09 Apr 2022
Does Robustness on ImageNet Transfer to Downstream Tasks? Yutaro Yamada Mayu Otani OOD 18 27 0 08 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 32 314 0 06 Apr 2022
Efficient Test-Time Model Adaptation without Forgetting Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yaofo Chen S. Zheng P. Zhao Mingkui Tan OOD VLM TTA 26 307 0 06 Apr 2022
MultiMAE: Multi-modal Multi-task Masked Autoencoders Roman Bachmann David Mizrahi Andrei Atanov Amir Zamir 22 265 0 04 Apr 2022
Improving Vision Transformers by Revisiting High-frequency Components Jiawang Bai Liuliang Yuan Shutao Xia Shuicheng Yan Zhifeng Li W. Liu ViT 8 90 0 03 Apr 2022
Simplicial Embeddings in Self-Supervised Learning and Downstream Classification Samuel Lavoie Christos Tsirigotis Max Schwarzer Ankit Vani Michael Noukhovitch Kenji Kawaguchi Aaron C. Courville SSL 19 17 0 01 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 13 58 0 31 Mar 2022
Generating High Fidelity Data from Low-density Regions using Diffusion Models Vikash Sehwag C. Hazirbas Albert Gordo Firat Ozgenel Cristian Canton Ferrer DiffM 25 66 0 31 Mar 2022
Learning Instance-Specific Adaptation for Cross-Domain Segmentation Yuliang Zou Zizhao Zhang Chun-Liang Li Han Zhang Tomas Pfister Jia-Bin Huang TTA OOD 25 14 0 30 Mar 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 16 31 0 29 Mar 2022
Continual learning: a feature extraction formalization, an efficient algorithm, and fundamental obstructions Binghui Peng Andrej Risteski CLL OOD 22 10 0 27 Mar 2022
Metaphors in Pre-Trained Language Models: Probing and Generalization Across Datasets and Languages Ehsan Aghazadeh Mohsen Fayyaz Yadollah Yaghoobzadeh 31 51 0 26 Mar 2022
Continual Test-Time Domain Adaptation Qin Wang Olga Fink Luc Van Gool Dengxin Dai OOD TTA 39 394 0 25 Mar 2022
On the link between conscious function and general intelligence in humans and machines Arthur Juliani Kai Arulkumaran Shuntaro Sasai Ryota Kanai 26 24 0 24 Mar 2022
Improving Generalization in Federated Learning by Seeking Flat Minima Debora Caldarola Barbara Caputo Marco Ciccone FedML 27 110 0 22 Mar 2022
Out-of-distribution Generalization with Causal Invariant Transformations Ruoyu Wang Mingyang Yi Zhitang Chen Shengyu Zhu OOD OODD 22 56 0 22 Mar 2022
Test-time Adaptation with Slot-Centric Models Mihir Prabhudesai Anirudh Goyal S. Paul Sjoerd van Steenkiste Mehdi S. M. Sajjadi Gaurav Aggarwal Thomas Kipf Deepak Pathak Katerina Fragkiadaki TTA 16 8 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 24 29 0 18 Mar 2022
SynthStrip: Skull-Stripping for Any Brain Image Andrew Hoopes Jocelyn S. Mora Adrian V. Dalca Bruce Fischl Malte Hoffmann 11 209 0 18 Mar 2022