Title
Understanding Robustness of Visual State Space Models for Image Classification Chengbin Du Yanxi Li Chang Xu Mamba 39 12 0 16 Mar 2024
Model Reprogramming Outperforms Fine-tuning on Out-of-distribution Data in Text-Image Encoders Andrew Geng Pin-Yu Chen OODD 19 0 0 16 Mar 2024
Benchmarking Zero-Shot Robustness of Multimodal Foundation Models: A Pilot Study Chenguang Wang Ruoxi Jia Xin Liu Dawn Song VLM 26 7 0 15 Mar 2024
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers Haoyang Liu Aditya Singh Yijiang Li Haohan Wang AAML ViT 36 1 0 15 Mar 2024
GET: Unlocking the Multi-modal Potential of CLIP for Generalized Category Discovery Enguang Wang Zhimao Peng Zhengyuan Xie Fei Yang Xialei Liu Ming-Ming Cheng 59 3 0 15 Mar 2024
Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt Chenxi Liu Zhenyi Wang Tianyi Xiong Ruibo Chen Yihan Wu Junfeng Guo Heng-Chiao Huang CLL 47 7 0 14 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 71 2 0 14 Mar 2024
Consistent Prompting for Rehearsal-Free Continual Learning Zhanxin Gao Jun Cen Xiaobin Chang VLM CLL 29 24 0 13 Mar 2024
Unified Source-Free Domain Adaptation Song Tang Wenxin Su Mao Ye Jianwei Zhang Xiatian Zhu 93 5 0 12 Mar 2024
Entropy is not Enough for Test-Time Adaptation: From the Perspective of Disentangled Factors Jonghyun Lee Dahuin Jung Saehyung Lee Junsung Park Juhyeon Shin Uiwon Hwang Sungroh Yoon TTA AAML 32 31 0 12 Mar 2024
You'll Never Walk Alone: A Sketch and Text Duet for Fine-Grained Image Retrieval Subhadeep Koley A. Bhunia Aneeshan Sain Pinaki Nath Chowdhury Tao Xiang Yi-Zhe Song 3DV 49 11 0 12 Mar 2024
A Bayesian Approach to OOD Robustness in Image Classification Prakhar Kaushik Adam Kortylewski Alan L. Yuille 26 1 0 12 Mar 2024
Semantic Residual Prompts for Continual Learning Martin Menabue Emanuele Frascaroli Matteo Boschini E. Sangineto Lorenzo Bonicelli Angelo Porrello Simone Calderara CLL VLM 41 9 0 11 Mar 2024
RESTORE: Towards Feature Shift for Vision-Language Prompt Learning Yuncheng Yang Chuyan Zhang Zuopeng Yang Yuting Gao Yulei Qin Ke Li Xing Sun Jie-jin Yang Yun Gu VLM VPVLM 47 0 0 10 Mar 2024
In-context Prompt Learning for Test-time Vision Recognition with Frozen Vision-language Model Junhui Yin Xinyu Zhang Lin Wu Xianghua Xie Xiaojie Wang VPVLM VLM MLLM 25 2 0 10 Mar 2024
What is different between these datasets? Varun Babbar Zhicheng Guo Cynthia Rudin 59 1 0 08 Mar 2024
Speech Robust Bench: A Robustness Benchmark For Speech Recognition Muhammad A. Shah David Solans Noguero Mikko A. Heikkilä Nicolas Kourtellis 21 5 0 08 Mar 2024
Defending Against Unforeseen Failure Modes with Latent Adversarial Training Stephen Casper Lennart Schulze Oam Patel Dylan Hadfield-Menell AAML 49 27 0 08 Mar 2024
ObjectCompose: Evaluating Resilience of Vision-Based Models on Object-to-Background Compositional Changes H. Malik Muhammad Huzaifa Muzammal Naseer Salman Khan Fahad Shahbaz Khan DiffM 40 2 0 07 Mar 2024
Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning Biqing Qi Junqi Gao Xingquan Chen Dong Li Jianxing Liu Ligang Wu Bowen Zhou CLL 31 4 0 07 Mar 2024
ComFe: An Interpretable Head for Vision Transformers Evelyn J. Mannix H. Bondell Howard Bondell VLM ViT 26 1 0 07 Mar 2024
Learning Zero-Shot Material States Segmentation, by Implanting Natural Image Patterns in Synthetic Data S. Eppel Jolina Li Manuel S. Drehwald Alán Aspuru-Guzik 26 1 0 05 Mar 2024
PromptKD: Unsupervised Prompt Distillation for Vision-Language Models Zheng Li Xiang Li Xinyi Fu Xing Zhang Weiqiang Wang Shuo Chen Jian Yang VLM 33 35 0 05 Mar 2024
Interactive Continual Learning: Fast and Slow Thinking Biqing Qi Xingquan Chen Junqi Gao Dong Li Jianxing Liu Ligang Wu Bowen Zhou CLL 27 18 0 05 Mar 2024
Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification Puru Vaish Shunxin Wang N. Strisciuglio 32 9 0 04 Mar 2024
A Survey on Evaluation of Out-of-Distribution Generalization Han Yu Jiashuo Liu Xingxuan Zhang Jiayun Wu Peng Cui OOD 44 8 0 04 Mar 2024
One Prompt Word is Enough to Boost Adversarial Robustness for Pre-trained Vision-Language Models Lin Li Haoyan Guan Jianing Qiu Michael W. Spratling AAML VLM VPVLM 31 21 0 04 Mar 2024
Mitigating the Bias in the Model for Continual Test-Time Adaptation Inseop Chung Kyomin Hwang Jayeon Yoo Nojun Kwak TTA 51 0 0 02 Mar 2024
Resilience of Entropy Model in Distributed Neural Networks Milin Zhang Mohammad Abdi Shahriar Rifat Francesco Restuccia AAML 27 0 0 01 Mar 2024
Multi-modal Attribute Prompting for Vision-Language Models Xin Liu Jiamin Wu and Wenfei Yang Xu Zhou Tianzhu Zhang VLM 21 10 0 01 Mar 2024
Fine-tuning with Very Large Dropout Jianyu Zhang Léon Bottou 42 1 0 01 Mar 2024
Ask Your Distribution Shift if Pre-Training is Right for You Benjamin Cohen-Wang Joshua Vendrow Aleksander Madry OOD 29 3 0 29 Feb 2024
Lifelong Benchmarks: Efficient Model Evaluation in an Era of Rapid Progress Ameya Prabhu Vishaal Udandarao Philip H. S. Torr Matthias Bethge Adel Bibi Samuel Albanie 36 3 0 29 Feb 2024
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance Huakun Shen Boyue Caroline Hu Krzysztof Czarnecki Lina Marsso Marsha Chechik 39 0 0 29 Feb 2024
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation F. Barbato Umberto Michieli Mehmet Karim Yucel Pietro Zanuttigh Mete Ozay 23 2 0 28 Feb 2024
Vision Transformers with Natural Language Semantics Young-Kyung Kim Matías Di Martino Guillermo Sapiro ViT 23 5 0 27 Feb 2024
Towards Robust and Efficient Cloud-Edge Elastic Model Adaptation via Selective Entropy Distillation Yaofo Chen Shuaicheng Niu Yaowei Wang Shoukai Xu Hengjie Song Mingkui Tan 32 6 0 27 Feb 2024
m2mKD: Module-to-Module Knowledge Distillation for Modular Transformers Ka Man Lo Yiming Liang Wenyu Du Yuantao Fan Zili Wang Wenhao Huang Lei Ma Jie Fu MoE 34 2 0 26 Feb 2024
One-stage Prompt-based Continual Learning Youngeun Kim Yuhang Li Priyadarshini Panda VLM CLL 36 4 0 25 Feb 2024
PIDformer: Transformer Meets Control Theory Tam Nguyen César A. Uribe Tan-Minh Nguyen Richard G. Baraniuk 48 7 0 25 Feb 2024
Bayesian Neural Networks with Domain Knowledge Priors Dylan Sam Rattana Pukdee Daniel P. Jeong Yewon Byun J. Zico Kolter BDL UQCV 38 9 0 20 Feb 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective Jeng-Lin Li Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen OOD 44 2 0 20 Feb 2024
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models Christian Schlarmann Naman D. Singh Francesco Croce Matthias Hein VLM AAML 47 37 0 19 Feb 2024
Any-Shift Prompting for Generalization over Distributions Zehao Xiao Jiayi Shen Mohammad Mahdi Derakhshani Shengcai Liao Cees G. M. Snoek OOD VPVLM VLM 39 8 0 15 Feb 2024
Balancing the Causal Effects in Class-Incremental Learning Junhao Zheng Ruiyan Wang Chongzhi Zhang Hu Feng Qianli Ma CML CLL 31 0 0 15 Feb 2024
Gradient Alignment with Prototype Feature for Fully Test-time Adaptation Juhyeon Shin Jonghyun Lee Saehyung Lee Minjun Park Dongjun Lee Uiwon Hwang Sungroh Yoon 24 1 0 14 Feb 2024
Improving Black-box Robustness with In-Context Rewriting Kyle O'Brien Nathan Ng Isha Puri Jorge Mendez Hamid Palangi Yoon Kim Marzyeh Ghassemi Tom Hartvigsen 44 6 0 13 Feb 2024
An Empirical Study Into What Matters for Calibrating Vision-Language Models Weijie Tu Weijian Deng Dylan Campbell Stephen Gould Tom Gedeon VLM 35 7 0 12 Feb 2024
A Closer Look at the Robustness of Contrastive Language-Image Pre-Training (CLIP) Weijie Tu Weijian Deng Tom Gedeon UQCV VLM 20 32 0 12 Feb 2024
Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning Yuhang Liu Zhen Zhang Dong Gong Biwei Huang Mingming Gong A. Hengel Kun Zhang Javen Qinfeng Shi J. Shi 43 7 0 09 Feb 2024