Self-Supervised Models are Continual Learners

8 December 2021

Enrico Fini

Victor G. Turrisi da Costa

Xavier Alameda-Pineda

Papers citing "Self-Supervised Models are Continual Learners"

50 / 101 papers shown

Title
Componential Prompt-Knowledge Alignment for Domain Incremental Learning Kunlun Xu Xu Zou Gang Hua Jiahuan Zhou CLL 78 0 0 07 May 2025
A Plasticity-Aware Method for Continual Self-Supervised Learning in Remote Sensing Lars Möllenbrok Behnood Rasti Begum Demir CLL 41 0 0 31 Mar 2025
Universal Incremental Learning: Mitigating Confusion from Inter- and Intra-task Distribution Randomness Sheng Luo Yi Zhou Tao Zhou CLL 47 0 0 10 Mar 2025
GuardDoor: Safeguarding Against Malicious Diffusion Editing via Protective Backdoors Yaopei Zeng Yuanpu Cao Lu Lin DiffM WIGM 66 0 0 05 Mar 2025
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Yanlai Yang Mengye Ren 136 0 0 21 Jan 2025
GUESS: Generative Uncertainty Ensemble for Self Supervision S. Mohamadi Gianfranco Doretto Donald Adjeroh UQCV 67 0 0 03 Dec 2024
Continual Audio-Visual Sound Separation Weiguo Pian Yiyang Nan Shijian Deng Shentong Mo Yunhui Guo Yapeng Tian VLM CLL 41 0 0 05 Nov 2024
Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Jiaxiang Gou Luping Ji Pei Liu Mao Ye VLM 30 0 0 14 Oct 2024
CRoP: Context-wise Robust Static Human-Sensing Personalization Sawinder Kaur Avery Gump Jingyu Xin Yi Xiao Harshit Sharma Nina R. Benway J. Preston Asif Salekin 24 0 0 26 Sep 2024
Continual learning with task specialist Indu Solomon Aye Phyu Phyu Aung Uttam Kumar Senthilnath Jayavelu VLM CLL 23 0 0 26 Sep 2024
Patch-Based Contrastive Learning and Memory Consolidation for Online Unsupervised Continual Learning Cameron Taylor Vassilis Vassiliades C. Dovrolis CLL 26 0 0 24 Sep 2024
SLCA++: Unleash the Power of Sequential Fine-tuning for Continual Learning with Pre-training Gengwei Zhang Liyuan Wang Guoliang Kang Ling Chen Yunchao Wei VLM CLL 37 2 0 15 Aug 2024
Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond Jichuan Zhang Yali Li Xin Liu Shengjin Wang DiffM 36 0 0 06 Aug 2024
Conditioned Prompt-Optimization for Continual Deepfake Detection Francesco Laiti Benedetta Liberatori Thomas De Min Elisa Ricci 35 3 0 31 Jul 2024
CP-Prompt: Composition-Based Cross-modal Prompting for Domain-Incremental Continual Learning Yu Feng Zhen Tian Yifan Zhu Zongfu Han Haoran Luo Guangwei Zhang Meina Song CLL VLM 25 6 0 22 Jul 2024
CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning Erum Mushtaq D. Yaldiz Yavuz Faruk Bakman Jie Ding Chenyang Tao Dimitrios Dimitriadis A. Avestimehr CLL 34 1 0 16 Jul 2024
Exemplar-free Continual Representation Learning via Learnable Drift Compensation Alex Gomez-Villa Dipam Goswami Kai Wang Andrew D. Bagdanov Bartlomiej Twardowski Joost van de Weijer CLL SSL 29 9 0 11 Jul 2024
The Solution for the sequential task continual learning track of the 2nd Greater Bay Area International Algorithm Competition Sishun Pan Xixian Wu Tingmin Li Longfei Huang Mingxu Feng Zhonghua Wan Yang Yang CLL 20 0 0 06 Jul 2024
The Championship-Winning Solution for the 5th CLVISION Challenge 2024 Sishun Pan Tingmin Li Yang Yang CLL 29 0 0 24 Jun 2024
ViLCo-Bench: VIdeo Language COntinual learning Benchmark Tianqi Tang Shohreh Deldari Hao Xue Celso De Melo Flora D. Salim CLL 27 2 0 19 Jun 2024
Forward-Backward Knowledge Distillation for Continual Clustering M. Sadeghi Zihan Wang Narges Armanfard CLL 24 0 0 29 May 2024
Provable Contrastive Continual Learning Yichen Wen Zhiquan Tan Kaipeng Zheng Chuanlong Xie Weiran Huang CLL 32 4 0 29 May 2024
U-TELL: Unsupervised Task Expert Lifelong Learning Indu Solomon Aye Phyu Phyu Aung Uttam Kumar Senthilnath Jayavelu CLL 21 1 0 23 May 2024
PhiNets: Brain-inspired Non-contrastive Learning Based on Temporal Prediction Hypothesis Satoki Ishikawa Makoto Yamada Han Bao Yuki Takezawa 55 0 0 23 May 2024
Integrating Present and Past in Unsupervised Continual Learning Yipeng Zhang Laurent Charlin R. Zemel Mengye Ren CLL 27 2 0 29 Apr 2024
Prompt Customization for Continual Learning Yong Dai Xiaopeng Hong Yabin Wang Zhiheng Ma D. Jiang Yaowei Wang 38 0 0 28 Apr 2024
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Bernard Ghanem Philip H. S. Torr Adel Bibi Mohamed Elhoseiny CLL 36 5 0 19 Apr 2024
Branch-Tuning: Balancing Stability and Plasticity for Continual Self-Supervised Learning Wenzhuo Liu Fei Zhu Cheng-Lin Liu CLL 24 2 0 27 Mar 2024
Securely Fine-tuning Pre-trained Encoders Against Adversarial Examples Ziqi Zhou Minghui Li Wei Liu Shengshan Hu Yechao Zhang Wei Wan Lulu Xue Leo Yu Zhang Dezhong Yao Hai Jin SILM AAML 45 9 0 16 Mar 2024
Reawakening knowledge: Anticipatory recovery from catastrophic interference via structured training Yanlai Yang Matt Jones Michael C. Mozer Mengye Ren 51 1 0 14 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 71 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 31 10 0 13 Mar 2024
Continual All-in-One Adverse Weather Removal with Knowledge Replay on a Unified Network Structure De-Chun Cheng Yanling Ji Dong Gong Yan Li Nannan Wang Junwei Han Dingwen Zhang CLL 23 12 0 12 Mar 2024
Lifelong Intelligence Beyond the Edge using Hyperdimensional Computing Xiaofan Yu Anthony Thomas Ivannia Gomez Moreno Louis Gutierrez Tajana Simunic 38 3 0 07 Mar 2024
Contrastive Continual Learning with Importance Sampling and Prototype-Instance Relation Distillation Jiyong Li Dilshod Azizov Yang Li Shangsong Liang CLL 37 7 0 07 Mar 2024
Semi-supervised Open-World Object Detection Sahal Shaji Mullappilly Abhishek Singh Gehlot Rao Muhammad Anwer Fahad Shahbaz Khan Hisham Cholakkal 24 4 0 25 Feb 2024
Balancing Continual Learning and Fine-tuning for Human Activity Recognition Chi Ian Tang Lorena Qendro Dimitris Spathis F. Kawsar Akhil Mathur Cecilia Mascolo SSL HAI 16 1 0 04 Jan 2024
Label Delay in Online Continual Learning Botos Csaba Wenxuan Zhang Matthias Muller Ser-Nam Lim Mohamed Elhoseiny Philip H. S. Torr Adel Bibi CLL 32 0 0 01 Dec 2023
Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning Yiwen Ye Yutong Xie Jianpeng Zhang Ziyang Chen Qi Wu Yong-quan Xia CLL 34 14 0 29 Nov 2023
Revisiting Supervision for Continual Representation Learning Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski SSL CLL 32 0 0 22 Nov 2023
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 16 0 0 22 Nov 2023
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 30 44 0 20 Nov 2023
Combining Past, Present and Future: A Self-Supervised Approach for Class Incremental Learning Xiaoshuang Chen Zhongyi Sun Ke Yan Shouhong Ding Hongtao Lu CLL 30 1 0 15 Nov 2023
Towards Plastic and Stable Exemplar-Free Incremental Learning: A Dual-Learner Framework with Cumulative Parameter Averaging Wenju Sun Qingyong Li Wen Wang Yangli-ao Geng CLL MoMe 13 3 0 28 Oct 2023
STELLA: Continual Audio-Video Pre-training with Spatio-Temporal Localized Alignment Jaewoo Lee Jaehong Yoon Wonjae Kim Yunji Kim Sung Ju Hwang CLL 14 1 0 12 Oct 2023
Continual Contrastive Spoken Language Understanding Umberto Cappellazzo Enrico Fini Muqiao Yang Daniele Falavigna A. Brutti Bhiksha Raj CLL 23 1 0 04 Oct 2023
Domain-Aware Augmentations for Unsupervised Online General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL 17 2 0 13 Sep 2023
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 25 8 0 12 Sep 2023
ConSlide: Asynchronous Hierarchical Interaction Transformer with Breakup-Reorganize Rehearsal for Continual Whole Slide Image Analysis Yanyan Huang Weiqin Zhao Shujun Wang Yu Fu Yuming Jiang Lequan Yu CLL 17 17 0 25 Aug 2023
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery Grzegorz Rype'sć Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski VLM CLL 28 2 0 23 Aug 2023