Title
One-stage Prompt-based Continual Learning Youngeun Kim Yuhang Li Priyadarshini Panda VLM CLL 48 4 0 25 Feb 2024
PIDformer: Transformer Meets Control Theory Tam Nguyen César A. Uribe Tan-Minh Nguyen Richard G. Baraniuk 56 8 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 45 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 58 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 52 40 0 19 Feb 2024
Any-Shift Prompting for Generalization over Distributions Zehao Xiao Jiayi Shen Mohammad Mahdi Derakhshani Tianran Ouyang Cees G. M. Snoek OOD VPVLM VLM 50 9 0 15 Feb 2024
Balancing the Causal Effects in Class-Incremental Learning Junhao Zheng Ruiyan Wang Chongzhi Zhang Hu Feng Qianli Ma CML CLL 49 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 39 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 57 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 39 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 25 33 0 12 Feb 2024
Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning Yuhang Liu Zhen Zhang Dong Gong Erdun Gao Biwei Huang Anton Van Den Hengel Kun Zhang Javen Qinfeng Shi Javen Qinfeng Shi 52 5 0 09 Feb 2024
Linearizing Models for Efficient yet Robust Private Inference Sreetama Sarkar Souvik Kundu Peter A. Beerel AAML 22 0 0 08 Feb 2024
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views Yuji Roh Qingyun Liu Huan Gui Zhe Yuan Yujin Tang ... Liang Liu Shuchao Bi Lichan Hong Ed H. Chi Zhe Zhao 58 1 0 07 Feb 2024
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality Gap Christopher Liao Christian So Theodoros Tsiligkaridis Brian Kulis 41 0 0 06 Feb 2024
EVA-CLIP-18B: Scaling CLIP to 18 Billion Parameters Quan-Sen Sun Jinsheng Wang Qiying Yu Yufeng Cui Fan Zhang Xiaosong Zhang Xinlong Wang VLM CLIP MLLM 100 42 0 06 Feb 2024
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning Wei-Cheng Huang Chun-Fu Chen Hsiang Hsu VLM 30 11 0 06 Feb 2024
A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation Zhengbo Wang Jian Liang Lijun Sheng Ran He Zilei Wang Tieniu Tan VLM 43 23 0 06 Feb 2024
Image-Caption Encoding for Improving Zero-Shot Generalization Eric Yang Yu Christopher Liao Sathvik Ravi Theodoros Tsiligkaridis Brian Kulis OODD VLM 27 0 0 05 Feb 2024
Variance Alignment Score: A Simple But Tough-to-Beat Data Selection Method for Multimodal Contrastive Learning Yiping Wang Yifang Chen Wendan Yan Kevin G. Jamieson S. Du 35 5 0 03 Feb 2024
On Catastrophic Inheritance of Large Foundation Models Hao Chen Bhiksha Raj Xing Xie Jindong Wang AI4CE 65 12 0 02 Feb 2024
Continual Learning with Pre-Trained Models: A Survey Da-Wei Zhou Hai-Long Sun Jingyi Ning Han-Jia Ye De-Chuan Zhan CLL KELM 51 66 0 29 Jan 2024
Producing Plankton Classifiers that are Robust to Dataset Shift Cheng Chen S. Kyathanahally Marta Reyes Stefanie Merkli E. Merz Emanuele Francazi Marvin Hoege F. Pomati Marco Baity-Jesi 25 3 0 25 Jan 2024
The Neglected Tails in Vision-Language Models Shubham Parashar Zhiqiu Lin Tian Liu Xiangjue Dong Yanan Li Deva Ramanan James Caverlee Shu Kong VLM 45 33 0 23 Jan 2024
INCPrompt: Task-Aware incremental Prompting for Rehearsal-Free Class-incremental Learning Zhiyuan Wang Xiaoyang Qu Jing Xiao Bokui Chen Jianzong Wang CLL 50 2 0 22 Jan 2024
Hierarchical Prompts for Rehearsal-free Continual Learning Yukun Zuo Hantao Yao Lu Yu Liansheng Zhuang Changsheng Xu CLL VLM 35 1 0 21 Jan 2024
Supervised Fine-tuning in turn Improves Visual Foundation Models Xiaohu Jiang Yixiao Ge Yuying Ge Dachuan Shi Chun Yuan Ying Shan VLM CLIP 51 8 0 18 Jan 2024
AutoFT: Learning an Objective for Robust Fine-Tuning Caroline Choi Yoonho Lee Annie S. Chen Allan Zhou Aditi Raghunathan Chelsea Finn OOD 57 0 0 18 Jan 2024
Improving fine-grained understanding in image-text pre-training Ioana Bica Anastasija Ilić Matthias Bauer Goker Erdogan Matko Bovsnjak ... A. Gritsenko Matthias Minderer Charles Blundell Razvan Pascanu Jovana Mitrović VLM 30 22 0 18 Jan 2024
Image Translation as Diffusion Visual Programmers Cheng Han James Liang Qifan Wang Majid Rabbani S. Dianat Raghuveer M. Rao Ying Nian Wu Dongfang Liu 34 8 0 18 Jan 2024
P $^2$ OT: Progressive Partial Optimal Transport for Deep Imbalanced Clustering Chuyu Zhang Hui Ren Xuming He 39 6 0 17 Jan 2024
Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding Depeng Li Tianqi Wang Junwei Chen Qining Ren Kenji Kawaguchi Zhigang Zeng CLL 56 6 0 17 Jan 2024
Concept-Guided Prompt Learning for Generalization in Vision-Language Models Yi Zhang Ce Zhang Ke Yu Yushun Tang Zhihai He VLM MLLM 39 21 0 15 Jan 2024
UMG-CLIP: A Unified Multi-Granularity Vision Generalist for Open-World Understanding Bowen Shi Peisen Zhao Zichen Wang Yuhang Zhang Yaoming Wang ... Wenrui Dai Junni Zou Hongkai Xiong Qi Tian Xiaopeng Zhang VLM 45 7 0 12 Jan 2024
APLe: Token-Wise Adaptive for Multi-Modal Prompt Learning Guiming Cao Kaize Shi Hong Fu Huaiwen Zhang Guandong Xu VLM 31 1 0 12 Jan 2024
Effective pruning of web-scale datasets based on complexity of concept clusters Amro Abbas E. Rusak Kushal Tirumala Wieland Brendel Kamalika Chaudhuri Ari S. Morcos VLM CLIP 39 22 0 09 Jan 2024
Make Prompts Adaptable: Bayesian Modeling for Vision-Language Prompt Learning with Data-Dependent Prior Youngjae Cho Heesun Bae Seungjae Shin Yeo Dong Youn Weonyoung Joo Il-Chul Moon VLM 26 5 0 09 Jan 2024
Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentations Helen Qu Sang Michael Xie 31 5 0 08 Jan 2024
Fully Attentional Networks with Self-emerging Token Labeling Bingyin Zhao Zhiding Yu Shiyi Lan Yutao Cheng A. Anandkumar Yingjie Lao Jose M. Alvarez 991 6 0 08 Jan 2024
Preserving Silent Features for Domain Generalization Chujie Zhao Tianren Zhang Feng Chen 37 0 0 06 Jan 2024
Learning to Prompt with Text Only Supervision for Vision-Language Models Muhammad Uzair Khattak Muhammad Ferjad Naeem Muzammal Naseer Luc Van Gool F. Tombari VLM VPVLM 38 19 0 04 Jan 2024
SyCoCa: Symmetrizing Contrastive Captioners with Attentive Masking for Multimodal Alignment Ziping Ma Furong Xu Jian Liu Ming Yang Qingpei Guo VLM 47 3 0 04 Jan 2024
Few-shot Adaptation of Multi-modal Foundation Models: A Survey Fan Liu Tianshu Zhang Wenwen Dai Wenwen Cai Wenwen Cai Xiaocong Zhou Delong Chen VLM OffRL 36 25 0 03 Jan 2024
Diversity-aware Buffer for Coping with Temporally Correlated Data Streams in Online Test-time Adaptation Mario Döbler Florian Marencke Robert A. Marsden Bin Yang TTA 36 3 0 02 Jan 2024
COMMA: Co-Articulated Multi-Modal Learning Lianyu Hu Liqing Gao Zekang Liu Chi-Man Pun Wei Feng VLM 36 0 0 30 Dec 2023
LIP-Loc: LiDAR Image Pretraining for Cross-Modal Localization Sai Shubodh Puligilla Mohammad Omama Husain Zaidi Udit Singh Parihar Madhava Krishna 35 14 0 27 Dec 2023
Efficient Conformal Prediction under Data Heterogeneity Vincent Plassier Nikita Kotelevskii Aleksandr Rubashevskii Fedor Noskov Maksim Velikanov Alexander Fishkov Samuel Horváth Martin Takáč Eric Moulines Maxim Panov 46 1 0 25 Dec 2023
Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models Gianni Franchi Olivier Laurent Maxence Leguéry Andrei Bursuc Andrea Pilzer Angela Yao UQCV BDL 28 4 0 23 Dec 2023
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks Zhe Chen Jiannan Wu Wenhai Wang Weijie Su Guo Chen ... Bin Li Ping Luo Tong Lu Yu Qiao Jifeng Dai VLM MLLM 176 972 0 21 Dec 2023
CR-SAM: Curvature Regularized Sharpness-Aware Minimization Tao Wu Tie Luo D. C. Wunsch 24 3 0 21 Dec 2023