RanPAC: Random Projections and Pre-trained Models for Continual Learning

RanPAC: Random Projections and Pre-trained Models for Continual Learning

5 July 2023

Mark D Mcdonnell

Ehsan Abbasnejad

Papers citing "RanPAC: Random Projections and Pre-trained Models for Continual Learning"

19 / 69 papers shown

Title
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers Dipam Goswami Bartlomiej Twardowski J. Weijer 42 4 0 09 Apr 2024
CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models Saurav Jha Dong Gong Lina Yao CLIP VLM 31 7 0 28 Mar 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 27 8 0 27 Mar 2024
Preventing Catastrophic Forgetting through Memory Networks in Continuous Detection Gaurav Bhatt James Ross Leonid Sigal CLL VLM 19 2 0 21 Mar 2024
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning Da-Wei Zhou Hai-Long Sun Han-Jia Ye De-Chuan Zhan CLL 27 51 0 18 Mar 2024
Semantic Prompting with Image-Token for Continual Learning Jisu Han Jaemin Na Wonjun Hwang CLL VLM 30 1 0 18 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 65 2 0 14 Mar 2024
DAM: Dynamic Adapter Merging for Continual Video QA Learning Feng Cheng Ziyang Wang Yi-Lin Sung Yan-Bo Lin Mohit Bansal Gedas Bertasius CLL MoMe 18 10 0 13 Mar 2024
Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning Mark D Mcdonnell Dong Gong Ehsan Abbasnejad A. Hengel VLM DiffM 63 3 0 12 Mar 2024
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning Wei-Cheng Huang Chun-Fu Chen Hsiang Hsu VLM 12 11 0 06 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 26 62 0 29 Jan 2024
Weighted Ensemble Models Are Strong Continual Learners Imad Eddine Marouf Subhankar Roy Enzo Tartaglione Stéphane Lathuilière CLL 21 16 0 14 Dec 2023
Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models Kyra Ahrens Hans Hergen Lehmann Jae Hee Lee Stefan Wermter CLL 12 7 0 13 Dec 2023
KOPPA: Improving Prompt-based Continual Learning with Key-Query Orthogonal Projection and Prototype-based One-Versus-All Quyen Tran Lam C. Tran Khoat Than Toan M. Tran Dinh Q. Phung Trung Le VLM 29 6 0 26 Nov 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 80 27 0 13 Sep 2023
Overcoming the Stability Gap in Continual Learning Md Yousuf Harun Christopher Kanan AI4CE 17 11 0 02 Jun 2023
First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning A. Panos Yuriko Kobe Daniel Olmeda Reino Rahaf Aljundi Richard E. Turner CLL 85 24 0 23 Mar 2023
PromptFusion: Decoupling Stability and Plasticity for Continual Learning Haoran Chen Zuxuan Wu Xintong Han Menglin Jia Yu-Gang Jiang CLL 101 12 0 13 Mar 2023
AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 138 631 0 26 May 2022