Title
Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks Micah Goldblum Hossein Souri Renkun Ni Manli Shu Viraj Prabhu ... Adrien Bardes Judy Hoffman Ramalingam Chellappa Andrew Gordon Wilson Tom Goldstein VLM 83 62 0 30 Oct 2023
Res-Tuning: A Flexible and Efficient Tuning Paradigm via Unbinding Tuner from Backbone Zeyinzi Jiang Chaojie Mao Ziyuan Huang Ao Ma Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 43 15 0 30 Oct 2023
Fast Trainable Projection for Robust Fine-Tuning Junjiao Tian Yen-Cheng Liu James Seale Smith Z. Kira OOD 46 11 0 29 Oct 2023
Benchmark Generation Framework with Customizable Distortions for Image Classifier Robustness Soumyendu Sarkar Ashwin Ramesh Babu Sajad Mousavi Zachariah Carmichael Vineet Gundecha Sahand Ghorbanpour Ricardo Luna Antonio Guillen-Perez Avisek Naug AAML DiffM 61 3 0 28 Oct 2023
A Review of the Evidence for Existential Risk from AI via Misaligned Power-Seeking Rose Hadshar 26 6 0 27 Oct 2023
Managing extreme AI risks amid rapid progress Yoshua Bengio Geoffrey Hinton Andrew Yao Dawn Song Pieter Abbeel ... Philip Torr Stuart J. Russell Daniel Kahneman J. Brauner Sören Mindermann 37 63 0 26 Oct 2023
Multi-scale Diffusion Denoised Smoothing Jongheon Jeong Jinwoo Shin DiffM 31 7 0 25 Oct 2023
Winning Prize Comes from Losing Tickets: Improve Invariant Learning by Exploring Variant Parameters for Out-of-Distribution Generalization Zhuo Huang Muyang Li Li Shen Jun-chen Yu Chen Gong Bo Han Tongliang Liu OOD 56 8 0 25 Oct 2023
TiC-CLIP: Continual Training of CLIP Models Saurabh Garg Mehrdad Farajtabar Hadi Pouransari Raviteja Vemulapalli Sachin Mehta Oncel Tuzel Vaishaal Shankar Fartash Faghri VLM CLIP 44 27 0 24 Oct 2023
Learning with Unmasked Tokens Drives Stronger Vision Learners Taekyung Kim Sanghyuk Chun Byeongho Heo Dongyoon Han SSL 47 1 0 20 Oct 2023
On the Language Encoder of Contrastive Cross-modal Models Mengjie Zhao Junya Ono Zhi-Wei Zhong Chieh-Hsin Lai Yuhta Takida Naoki Murata Wei-Hsiang Liao Takashi Shibuya Hiromi Wakaki Yuki Mitsufuji VLM 28 0 0 20 Oct 2023
Frozen Transformers in Language Models Are Effective Visual Encoder Layers Ziqi Pang Ziyang Xie Yunze Man Yu-xiong Wang 58 25 0 19 Oct 2023
OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift Lin Li Yifei Wang Chawin Sitawarin Michael W. Spratling 39 0 0 19 Oct 2023
Rethinking Class-incremental Learning in the Era of Large Pre-trained Models via Test-Time Adaptation Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 34 3 0 17 Oct 2023
SODA: Robust Training of Test-Time Data Adaptors Zige Wang Yonggang Zhang Zhen Fang Long Lan Wenjing Yang Bo Han 40 2 0 17 Oct 2023
Real-Fake: Effective Training Data Synthesis Through Distribution Matching Jianhao Yuan Jie Zhang Shuyang Sun Philip Torr Bo Zhao 38 23 0 16 Oct 2023
Does CLIP's Generalization Performance Mainly Stem from High Train-Test Similarity? Prasanna Mayilvahanan Thaddäus Wiedemer E. Rusak Matthias Bethge Wieland Brendel OODD 47 22 0 14 Oct 2023
Vision-by-Language for Training-Free Compositional Image Retrieval Shyamgopal Karthik Karsten Roth Massimiliano Mancini Zeynep Akata CoGe 33 53 0 13 Oct 2023
PerturbScore: Connecting Discrete and Continuous Perturbations in NLP Linyang Li Ke Ren Yunfan Shao Pengyu Wang Xipeng Qiu 31 4 0 13 Oct 2023
Visual Data-Type Understanding does not emerge from Scaling Vision-Language Models Vishaal Udandarao Max F. Burg Samuel Albanie Matthias Bethge VLM 39 9 0 12 Oct 2023
Towards a Unified Analysis of Kernel-based Methods Under Covariate Shift Xingdong Feng Xin He Caixing Wang Chao Wang Jingnan Zhang 43 7 0 12 Oct 2023
Generalized Logit Adjustment: Calibrating Fine-tuned Models by Removing Label Bias in Foundation Models Beier Zhu Kaihua Tang Qianru Sun Hanwang Zhang 30 21 0 12 Oct 2023
NECO: NEural Collapse Based Out-of-distribution detection Mouin Ben Ammar Nacim Belkhir Sebastian Popescu Antoine Manzanera Gianni Franchi OODD 37 18 0 10 Oct 2023
Robustness May be More Brittle than We Think under Different Degrees of Distribution Shifts Kaican Li Yifan Zhang Lanqing Hong Zhenguo Li Nevin L. Zhang OOD 46 0 0 10 Oct 2023
Text-driven Prompt Generation for Vision-Language Models in Federated Learning Chen Qiu Xingyu Li Chaithanya Kumar Mummadi Madan Ravi Ganesh Zhenzhen Li Lu Peng Wan-Yi Lin VLM FedML 47 11 0 09 Oct 2023
Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift Yihao Xue Siddharth Joshi Dang Nguyen Baharan Mirzasoleiman VLM 39 4 0 08 Oct 2023
IPMix: Label-Preserving Data Augmentation Method for Training Robust Classifiers Zhenglin Huang Xianan Bao Na Zhang Qingqi Zhang Xiaomei Tu Biao Wu Xi Yang 37 7 0 07 Oct 2023
Continual Test-time Domain Adaptation via Dynamic Sample Selection Yanshuo Wang Jie Hong A. Cheraghian Shafin Rahman David Ahmedt-Aristizabal Lars Petersson Mehrtash Harandi TTA 28 16 0 05 Oct 2023
A Formalism and Approach for Improving Robustness of Large Language Models Using Risk-Adjusted Confidence Scores Ke Shen Mayank Kejriwal 19 2 0 05 Oct 2023
Bag of Tricks for Fully Test-Time Adaptation Saypraseuth Mounsaveng Florent Chiaroni Malik Boudiaf M. Pedersoli Ismail Ben Ayed TTA 31 7 0 03 Oct 2023
ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms William Yang Byron Zhang Olga Russakovsky OODD 48 13 0 03 Oct 2023
Unified Uncertainty Calibration Kamalika Chaudhuri David Lopez-Paz 29 0 0 02 Oct 2023
Deep Neural Networks Tend To Extrapolate Predictably Katie Kang Amrith Rajagopal Setlur Claire Tomlin Sergey Levine 31 0 0 02 Oct 2023
Spurious Feature Diversification Improves Out-of-distribution Generalization Yong Lin Lu Tan Yifan Hao Honam Wong Hanze Dong Weizhong Zhang Yujiu Yang Tong Zhang OODD 35 25 0 29 Sep 2023
Understanding and Mitigating the Label Noise in Pre-training on Downstream Tasks Hao Chen Jindong Wang Ankit Shah Ran Tao Hongxin Wei Berfin cSimcsek Masashi Sugiyama Bhiksha Raj 49 27 0 29 Sep 2023
AutoCLIP: Auto-tuning Zero-Shot Classifiers for Vision-Language Models Sanghwan Kim Hao Tang Fisher Yu VLM CLIP 21 5 0 28 Sep 2023
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval Yuanmin Tang Jiahao Yu Keke Gai Jiamin Zhuang Gang Xiong Yue Hu Qi Wu 41 34 0 28 Sep 2023
Rapid Network Adaptation: Learning to Adapt Neural Networks Using Test-Time Feedback Teresa Yeo Oğuzhan Fatih Kar Zahra Sodagar Amir Zamir TTA OOD 33 3 0 27 Sep 2023
VPA: Fully Test-Time Visual Prompt Adaptation Jiachen Sun Mark Ibrahim Melissa Hall Ivan Evtimov Z. Morley Mao Cristian Canton Ferrer C. Hazirbas VLM 43 6 0 26 Sep 2023
CWCL: Cross-Modal Transfer with Continuously Weighted Contrastive Loss R. S. Srinivasa Jaejin Cho Chouchang Yang Yashas Malur Saidutta Ching Hua Lee Yilin Shen Hongxia Jin VLM 41 8 0 26 Sep 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Dipam Goswami Yuyang Liu Bartlomiej Twardowski Joost van de Weijer CLL 40 55 0 25 Sep 2023
Tuning Multi-mode Token-level Prompt Alignment across Modalities Dongsheng Wang Miaoge Li Xinyang Liu Mingsheng Xu Bo Chen Hanwang Zhang VLM 44 16 0 25 Sep 2023
GraphAdapter: Tuning Vision-Language Models With Dual Knowledge Graph Xin Li Dongze Lian Zhihe Lu Jiawang Bai Zhibo Chen Xinchao Wang VLM 48 61 0 24 Sep 2023
Dream the Impossible: Outlier Imagination with Diffusion Models Xuefeng Du Yiyou Sun Xiaojin Zhu Yixuan Li 35 55 0 23 Sep 2023
Online Supervised Training of Spaceborne Vision during Proximity Operations using Adaptive Kalman Filtering T. Park Simone DÁmico 37 8 0 20 Sep 2023
Multi-dimensional domain generalization with low-rank structures Sai Li Linjun Zhang 36 2 0 18 Sep 2023
SCT: A Simple Baseline for Parameter-Efficient Fine-Tuning via Salient Channels Henry Hengyuan Zhao Pichao Wang Yuyang Zhao Hao Luo F. Wang Mike Zheng Shou ViT 42 14 0 15 Sep 2023
Data Distribution Bottlenecks in Grounding Language Models to Knowledge Bases Yiheng Shu Zhiwei Yu 32 3 0 15 Sep 2023
Gradient constrained sharpness-aware prompt learning for vision-language models Liangchen Liu Nannan Wang Dawei Zhou Xinbo Gao Decheng Liu Xi Yang Tongliang Liu VLM 38 2 0 14 Sep 2023
Efficiently Robustify Pre-trained Models Nishant Jain Iit Roorkee Harkirat Singh Behl Vibhav Vineet OOD VLM 31 3 0 14 Sep 2023