Title
Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases Mazda Moayeri Wenxiao Wang Sahil Singla S. Feizi 69 14 0 05 Dec 2022
Improving Zero-shot Generalization and Robustness of Multi-modal Models Yunhao Ge Jie Jessie Ren Andrew Gallagher Yuxiao Wang Ming Yang Hartwig Adam Laurent Itti Balaji Lakshminarayanan Jiaping Zhao VLM 32 34 0 04 Dec 2022
Understanding the Robustness of Multi-Exit Models under Common Corruptions Akshay Mehra Skyler Seto Navdeep Jaitly B. Theobald AAML 24 3 0 03 Dec 2022
ResFormer: Scaling ViTs with Multi-Resolution Training Rui Tian Zuxuan Wu Qiuju Dai Hang-Rui Hu Yu Qiao Yu-Gang Jiang ViT 24 33 0 01 Dec 2022
One-shot recognition of any material anywhere using contrastive learning with physics-based rendering Manuel S. Drehwald S. Eppel Jolina Li Han Hao Alán Aspuru-Guzik 33 6 0 01 Dec 2022
Finetune like you pretrain: Improved finetuning of zero-shot vision models Sachin Goyal Ananya Kumar Sankalp Garg Zico Kolter Aditi Raghunathan CLIP VLM 50 138 0 01 Dec 2022
Rethinking Out-of-Distribution Detection From a Human-Centric Perspective Yao Zhu YueFeng Chen Xiaodan Li Rong Zhang Hui Xue Xiang Tian Rongxin Jiang Bo Zheng Yao-wu Chen OODD 32 7 0 30 Nov 2022
Exploiting Category Names for Few-Shot Classification with Vision-Language Models Taihong Xiao Zirui Wang Liangliang Cao Jiahui Yu Shengyang Dai Ming Yang VLM MLLM 36 5 0 29 Nov 2022
Building Resilience to Out-of-Distribution Visual Data via Input Optimization and Model Finetuning Christopher J. Holder Majid Khonji Jorge Dias Muhammad Shafique 20 0 0 29 Nov 2022
Context-Aware Robust Fine-Tuning Xiaofeng Mao YueFeng Chen Xiaojun Jia Rong Zhang Hui Xue Zhao Li VLM CLIP 35 25 0 29 Nov 2022
SuS-X: Training-Free Name-Only Transfer of Vision-Language Models Vishaal Udandarao Ankush Gupta Samuel Albanie VLM MLLM 29 103 0 28 Nov 2022
1st Place Solution to NeurIPS 2022 Challenge on Visual Domain Adaptation Daehan Kim Min-seok Seo Youngjin Jeon Dong-Geol Choi OOD 36 1 0 26 Nov 2022
Wild-Time: A Benchmark of in-the-Wild Distribution Shift over Time Huaxiu Yao Caroline Choi Bochuan Cao Yoonho Lee Pang Wei Koh Chelsea Finn OOD 27 74 0 25 Nov 2022
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning James Smith Leonid Karlinsky V. Gutta Paola Cascante-Bonilla Donghyun Kim Assaf Arbelle Yikang Shen Rogerio Feris Z. Kira CLL VPVLM VLM 43 262 0 23 Nov 2022
BiasBed -- Rigorous Texture Bias Evaluation Nikolai Kalischek Rodrigo Caye Daudt T. Peters Reinhard Furrer Jan Dirk Wegner Konrad Schindler 19 2 0 23 Nov 2022
Robust Mean Teacher for Continual and Gradual Test-Time Adaptation Mario Döbler Robert A. Marsden Bin Yang OOD TTA 27 85 0 23 Nov 2022
ActMAD: Activation Matching to Align Distributions for Test-Time-Training M. Jehanzeb Mirza Pol Jané Soneira W. Lin Mateusz Koziñski Horst Possegger Horst Bischof VLM TTA 34 24 0 23 Nov 2022
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation Josh Gardner Zoran Popovic Ludwig Schmidt OOD 34 22 0 23 Nov 2022
Plug-and-Play Diffusion Features for Text-Driven Image-to-Image Translation Narek Tumanyan Michal Geyer Shai Bagon Tali Dekel 72 641 0 22 Nov 2022
Multimodal Data Augmentation for Visual-Infrared Person ReID with Corrupted Data Arthur Josi Mahdi Alehdaghi Rafael M. O. Cruz Eric Granger 31 13 0 22 Nov 2022
Unveiling the Tapestry: the Interplay of Generalization and Forgetting in Continual Learning Zenglin Shi Jing Jie Ying Sun J. Lim Mengmi Zhang CLL 42 1 0 21 Nov 2022
Internal Representations of Vision Models Through the Lens of Frames on Data Manifolds Henry Kvinge Grayson Jorgenson Davis Brown Charles Godfrey Tegan H. Emerson 52 2 0 19 Nov 2022
Task Residual for Tuning Vision-Language Models Tao Yu Zhihe Lu Xin Jin Zhibo Chen Xinchao Wang VLM CLIP 24 82 0 18 Nov 2022
Data-Centric Debugging: mitigating model failures via targeted data collection Sahil Singla Atoosa Malemir Chegini Mazda Moayeri Soheil Feiz 27 4 0 17 Nov 2022
Mechanistic Mode Connectivity Ekdeep Singh Lubana Eric J. Bigelow Robert P. Dick David M. Krueger Hidenori Tanaka 32 45 0 15 Nov 2022
Homomorphic Self-Supervised Learning Thomas Anderson Keller Xavier Suau Luca Zappella SSL 19 2 0 15 Nov 2022
Will Large-scale Generative Models Corrupt Future Datasets? Ryuichiro Hataya Han Bao Hiromi Arai 27 52 0 15 Nov 2022
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale Yuxin Fang Wen Wang Binhui Xie Quan-Sen Sun Ledell Yu Wu Xinggang Wang Tiejun Huang Xinlong Wang Yue Cao VLM CLIP 87 679 0 14 Nov 2022
Robustifying Deep Vision Models Through Shape Sensitization Aditay Tripathi Rishu Singh Anirban Chakraborty Pradeep Shenoy AAML MDE 21 0 0 14 Nov 2022
AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities Zhongzhi Chen Guangyi Liu Bo-Wen Zhang Fulong Ye Qinghong Yang Ledell Yu Wu VLM 37 80 0 12 Nov 2022
Local Manifold Augmentation for Multiview Semantic Consistency Yu Yang Wing Yin Cheung Chang-rui Liu Xiang Ji 39 1 0 05 Nov 2022
Understanding and Mitigating Overfitting in Prompt Tuning for Vision-Language Models Cheng Ma Yang Liu Jiankang Deng Lingxi Xie Weiming Dong Changsheng Xu VLM VPVLM 43 44 0 04 Nov 2022
ImageNet-X: Understanding Model Mistakes with Factor of Variation Annotations Badr Youbi Idrissi Diane Bouchacourt Randall Balestriero Ivan Evtimov C. Hazirbas Nicolas Ballas Pascal Vincent M. Drozdzal David Lopez-Paz Mark Ibrahim VLM ViT 54 45 0 03 Nov 2022
Signing Outside the Studio: Benchmarking Background Robustness for Continuous Sign Language Recognition Youngjoon Jang Youngtaek Oh Jae-Won Cho Dong-Jin Kim Joon Son Chung In So Kweon SLR 29 12 0 01 Nov 2022
A simple, efficient and scalable contrastive masked autoencoder for learning visual representations Shlok Kumar Mishra Joshua Robinson Huiwen Chang David Jacobs Aaron Sarna Aaron Maschinot Dilip Krishnan DiffM 45 30 0 30 Oct 2022
Single-Shot Domain Adaptation via Target-Aware Generative Augmentation Rakshith Subramanyam Kowshik Thopalli Spring Berman Pavan Turaga Jayaraman J. Thiagarajan TTA 31 1 0 29 Oct 2022
Beyond calibration: estimating the grouping loss of modern neural networks Alexandre Perez-Lebel Marine Le Morvan Gaël Varoquaux UQCV 16 26 0 28 Oct 2022
MetaFormer Baselines for Vision Weihao Yu Chenyang Si Pan Zhou Mi Luo Yichen Zhou Jiashi Feng Shuicheng Yan Xinchao Wang MoE 40 156 0 24 Oct 2022
Revisiting Sparse Convolutional Model for Visual Recognition Xili Dai Mingyang Li Pengyuan Zhai Shengbang Tong Xingjian Gao Shao-Lun Huang Zhihui Zhu Chong You Yi Ma FAtt 35 27 0 24 Oct 2022
Just Mix Once: Worst-group Generalization by Group Interpolation Giorgio Giannone Serhii Havrylov Jordan Massiah Emine Yilmaz Yunlong Jiao 39 2 0 21 Oct 2022
Context-driven Visual Object Recognition based on Knowledge Graphs Sebastian Monka Lavdim Halilaj Achim Rettinger 18 0 0 20 Oct 2022
lo-fi: distributed fine-tuning without communication Mitchell Wortsman Suchin Gururangan Shen Li Ali Farhadi Ludwig Schmidt Michael G. Rabbat Ari S. Morcos 32 24 0 19 Oct 2022
A Unified View of Masked Image Modeling Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei VLM 56 35 0 19 Oct 2022
Towards Understanding GD with Hard and Conjugate Pseudo-labels for Test-Time Adaptation Jun-Kun Wang Andre Wibisono 35 7 0 18 Oct 2022
Measures of Information Reflect Memorization Patterns Rachit Bansal Danish Pruthi Yonatan Belinkov 33 8 0 17 Oct 2022
Non-Contrastive Learning Meets Language-Image Pre-Training Jinghao Zhou Li Dong Zhe Gan Lijuan Wang Furu Wei VLM CLIP 25 26 0 17 Oct 2022
Packed-Ensembles for Efficient Uncertainty Estimation Olivier Laurent Adrien Lafage Enzo Tartaglione Geoffrey Daniel Jean-Marc Martinez Andrei Bursuc Gianni Franchi OODD 44 32 0 17 Oct 2022
Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning Dongze Lian Daquan Zhou Jiashi Feng Xinchao Wang 36 249 0 17 Oct 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 81 3,276 0 16 Oct 2022
Neural Attentive Circuits Nasim Rahaman M. Weiß Francesco Locatello C. Pal Yoshua Bengio Bernhard Schölkopf Erran L. Li Nicolas Ballas 32 6 0 14 Oct 2022