Title
Continual Learning: Applications and the Road Forward Eli Verwimp Rahaf Aljundi Shai Ben-David Matthias Bethge Andrea Cossu ... J. Weijer Bing Liu Vincenzo Lomonaco Tinne Tuytelaars Gido M. van de Ven CLL 43 44 0 20 Nov 2023
From Categories to Classifier: Name-Only Continual Learning by Exploring the Web Ameya Prabhu Hasan Hammoud Ser-Nam Lim Guohao Li Philip H. S. Torr Adel Bibi CLL 127 9 0 19 Nov 2023
Towards Robust and Accurate Visual Prompting Qi Li Liangzhi Li Zhouqiang Jiang Bowen Wang VPVLM VLM 29 3 0 18 Nov 2023
ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet Accuracy Kirill Vishniakov Zhiqiang Shen Zhuang Liu CLIP 42 16 0 15 Nov 2023
Domain Aligned CLIP for Few-shot Classification Muhammad Waleed Gondal Jochen Gast Inigo Alonso Ruiz Richard Droste Tommaso Macri Suren Kumar Luitpold Staudigl VLM 21 11 0 15 Nov 2023
DiLoCo: Distributed Low-Communication Training of Language Models Arthur Douillard Qixuang Feng Andrei A. Rusu Rachita Chhaparia Yani Donchev A. Kuncoro MarcÁurelio Ranzato Arthur Szlam Jiajun Shen 58 31 0 14 Nov 2023
Cross-Silo Federated Learning Across Divergent Domains with Iterative Parameter Alignment Matt Gorbett Hossein Shirazi Indrakshi Ray FedML 36 2 0 08 Nov 2023
Meta-Adapter: An Online Few-shot Learner for Vision-Language Model Cheng Cheng Lin Song Ruoyi Xue Hang Wang Hongbin Sun Yixiao Ge Ying Shan VLM ObjD 39 18 0 07 Nov 2023
Robust Fine-Tuning of Vision-Language Models for Domain Generalization Kevin Vogt-Lowell Noah Lee Theodoros Tsiligkaridis Marc Vaillant VLM 37 4 0 03 Nov 2023
Towards Calibrated Robust Fine-Tuning of Vision-Language Models Changdae Oh Hyesu Lim Mijoo Kim Dongyoon Han Junhyeok Park Euiseog Jeong Alexander G. Hauptmann Zhi-Qi Cheng Kyungwoo Song VLM 27 13 0 03 Nov 2023
Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target Data Cheng-Hao Tu Hong-You Chen Zheda Mai Shitian Zhao Vardaan Pahuja Tanya Berger-Wolf Song Gao Charles V. Stewart Yu-Chuan Su Wei-Lun Chao CLL 36 3 0 02 Nov 2023
Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization Algorithms Haoxiang Wang Gargi Balasubramaniam Haozhe Si Bo Li Han Zhao OOD 35 1 0 02 Nov 2023
Harvest Video Foundation Models via Efficient Post-Pretraining Yizhuo Li Kunchang Li Yinan He Yi Wang Yali Wang Limin Wang Yu Qiao Ping Luo CLIP VLM VGen 51 2 0 30 Oct 2023
Fast Trainable Projection for Robust Fine-Tuning Junjiao Tian Yen-Cheng Liu James Seale Smith Z. Kira OOD 33 11 0 29 Oct 2023
Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained Model Karsten Roth Lukas Thede Almut Sophia Koepke Oriol Vinyals Olivier J. Hénaff Zeynep Akata AAML 24 11 0 26 Oct 2023
Exploring Question Decomposition for Zero-Shot VQA Zaid Khan B. Vijaykumar S. Schulter Manmohan Chandraker Yun Fu ReLM 17 10 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 31 27 0 24 Oct 2023
Knowledge Editing for Large Language Models: A Survey Song Wang Yaochen Zhu Haochen Liu Zaiyi Zheng Chen Chen Wenlin Yao KELM 71 133 0 24 Oct 2023
SAM-CLIP: Merging Vision Foundation Models towards Semantic and Spatial Understanding Haoxiang Wang Pavan Kumar Anasosalu Vasu Fartash Faghri Raviteja Vemulapalli Mehrdad Farajtabar Sachin Mehta Mohammad Rastegari Oncel Tuzel Hadi Pouransari VLM 32 67 0 23 Oct 2023
FD-Align: Feature Discrimination Alignment for Fine-tuning Pre-Trained Models in Few-Shot Learning Kun Song Huimin Ma Bochao Zou Huishuai Zhang Weiran Huang 18 10 0 23 Oct 2023
Model Merging by Uncertainty-Based Gradient Matching Nico Daheim Thomas Möllenhoff E. Ponti Iryna Gurevych Mohammad Emtiyaz Khan MoMe FedML 32 43 0 19 Oct 2023
Towards Anytime Fine-tuning: Continually Pre-trained Language Models with Hypernetwork Prompt Gangwei Jiang Caigao Jiang Siqiao Xue James Y. Zhang Junqing Zhou Defu Lian Ying Wei VLM 32 7 0 19 Oct 2023
Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters Gyuseong Lee Wooseok Jang Jin Hyeon Kim Jaewoo Jung Seungryong Kim MoE OOD 30 2 0 17 Oct 2023
CompA: Addressing the Gap in Compositional Reasoning in Audio-Language Models Sreyan Ghosh Ashish Seth Sonal Kumar Utkarsh Tyagi Chandra Kiran Reddy Evuru S. Ramaneswaran S. Sakshi Oriol Nieto R. Duraiswami Dinesh Manocha AuLLM VLM CoGe 35 21 0 12 Oct 2023
A Recent Survey of Heterogeneous Transfer Learning Runxue Bao Yiming Sun Yuhe Gao Jindong Wang Qiang Yang Zhi-Hong Mao Ye Ye 27 4 0 12 Oct 2023
Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification Sravanti Addepalli Ashish Ramayee Asokan Lakshay Sharma R. V. Babu VLM 24 15 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
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 41 0 0 10 Oct 2023
Augmented Embeddings for Custom Retrievals Anirudh Khatry Yasharth Bajpai Priyanshu Gupta Sumit Gulwani Ashish Tiwari RALM 20 1 0 09 Oct 2023
Building an Open-Vocabulary Video CLIP Model with Better Architectures, Optimization and Data Zuxuan Wu Zejia Weng Wujian Peng Xitong Yang Ang Li Larry S. Davis Yu-Gang Jiang CLIP VLM 36 21 0 08 Oct 2023
Chat Vector: A Simple Approach to Equip LLMs with Instruction Following and Model Alignment in New Languages Shih-Cheng Huang Pin-Zu Li Yu-Chi Hsu Kuang-Ming Chen Yu Tung Lin Shih-Kai Hsiao Richard Tzong-Han Tsai Hung-yi Lee MoMe 34 13 0 07 Oct 2023
Parameter Efficient Multi-task Model Fusion with Partial Linearization Anke Tang Li Shen Yong Luo Yibing Zhan Han Hu Bo Du Yixin Chen Dacheng Tao MoMe 26 30 0 07 Oct 2023
Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning Liam Collins Shanshan Wu Sewoong Oh K. Sim FedML 34 9 0 06 Oct 2023
Robust Multimodal Learning with Missing Modalities via Parameter-Efficient Adaptation Md Kaykobad Reza Ashley Prater-Bennette M. Salman Asif 28 5 0 06 Oct 2023
Understanding prompt engineering may not require rethinking generalization Victor Akinwande Yiding Jiang Dylan Sam J. Zico Kolter VLM VPVLM 123 7 0 06 Oct 2023
OpenPatch: a 3D patchwork for Out-Of-Distribution detection Paolo Rabino A. Alliegro Francesco Cappio Borlino Tatiana Tommasi 3DPC 24 1 0 05 Oct 2023
A simple connection from loss flatness to compressed neural representations Shirui Chen Stefano Recanatesi E. Shea-Brown 15 0 0 03 Oct 2023
SYRAC: Synthesize, Rank, and Count Adrian dÁlessandro Ali Mahdavi-Amiri Ghassan Hamarneh DiffM 33 1 0 02 Oct 2023
Data Filtering Networks Alex Fang Albin Madappally Jose Amit Jain Ludwig Schmidt Alexander Toshev Vaishaal Shankar CLIP 32 124 0 29 Sep 2023
Directly Fine-Tuning Diffusion Models on Differentiable Rewards Amita Gajewar Paul Vicol G. Bansal David J Fleet 21 149 0 29 Sep 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 30 24 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 29 26 0 29 Sep 2023
Deep Model Fusion: A Survey Weishi Li Yong Peng Miao Zhang Liang Ding Han Hu Li Shen FedML MoMe 33 52 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
Cordyceps@LT-EDI: Patching Language-Specific Homophobia/Transphobia Classifiers with a Multilingual Understanding Dean Ninalga 29 2 0 24 Sep 2023
Efficiently Robustify Pre-trained Models Nishant Jain Iit Roorkee Harkirat Singh Behl Vibhav Vineet OOD VLM 20 3 0 14 Sep 2023
Mitigating the Alignment Tax of RLHF Yong Lin Hangyu Lin Wei Xiong Shizhe Diao Zeming Zheng ... Han Zhao Nan Jiang Heng Ji Yuan Yao Tong Zhang MoMe CLL 29 67 0 12 Sep 2023
Language Models as Black-Box Optimizers for Vision-Language Models Shihong Liu Zhiqiu Lin Samuel Yu Ryan Lee Tiffany Ling Deepak Pathak Deva Ramanan VLM 27 28 0 12 Sep 2023
OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Data Giuseppe Cartella Alberto Baldrati Davide Morelli Marcella Cornia Marco Bertini Rita Cucchiara VLM CLIP 27 7 0 11 Sep 2023
Bootstrap Fine-Grained Vision-Language Alignment for Unified Zero-Shot Anomaly Localization Hanqiu Deng Zhaoxiang Zhang Jinan Bao Xingyu Li VLM 30 4 0 30 Aug 2023