A Closer Look at Rehearsal-Free Continual Learning

31 March 2022

Papers citing "A Closer Look at Rehearsal-Free Continual Learning"

38 / 38 papers shown

Title
Scalable Strategies for Continual Learning with Replay Truman Hickok CLL 2 0 0 18 May 2025
How can Diffusion Models Evolve into Continual Generators? Jingren Liu Zhong Ji Xiangyu Chen DiffM 2 0 0 17 May 2025
Continual Learning for Multiple Modalities Hyundong Jin Eunwoo Kim CLL 69 0 0 11 Mar 2025
Achieving More with Less: Additive Prompt Tuning for Rehearsal-Free Class-Incremental Learning Haoran Chen Ping Wang Zihan Zhou Xinming Zhang Zuxuan Wu Yu Jiang CLL 60 0 0 11 Mar 2025
Minion Gated Recurrent Unit for Continual Learning Abdullah M. Zyarah Dhireesha Kudithipudi 47 0 0 08 Mar 2025
Neural Networks Remember More: The Power of Parameter Isolation and Combination Biqing Zeng Zehan Li Aladdin Ayesh CLL KELM 43 0 0 16 Feb 2025
Masked Autoencoders are Parameter-Efficient Federated Continual Learners Yuchen He Xiangfeng Wang CLL FedML 40 0 0 04 Nov 2024
FPPL: An Efficient and Non-IID Robust Federated Continual Learning Framework Yuchen He Chuyun Shen Xiangfeng Wang Bo Jin FedML 32 1 0 04 Nov 2024
Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion Linlan Huang Xusheng Cao Haori Lu Xialei Liu CLL 40 11 0 19 Jul 2024
Embracing Massive Medical Data Yu-Cheng Chou Zongwei Zhou Alan Yuille CLL OOD 29 4 0 05 Jul 2024
CLoG: Benchmarking Continual Learning of Image Generation Models Haotian Zhang Junting Zhou Haowei Lin Hang Ye Jianhua Zhu Zihao Wang Liangcai Gao Yizhou Wang Yitao Liang DiffM VLM 37 1 0 07 Jun 2024
EdgeSync: Faster Edge-model Updating via Adaptive Continuous Learning for Video Data Drift Peng Zhao Runchu Dong Guiqin Wang Cong Zhao 40 1 0 05 Jun 2024
Continual Learning for Robust Gate Detection under Dynamic Lighting in Autonomous Drone Racing Zhongzheng Qiao Xuan Huy Pham Savitha Ramasamy Xudong Jiang Erdal Kayacan Andriy Sarabakha 24 1 0 02 May 2024
Watch Your Step: Optimal Retrieval for Continual Learning at Scale Truman Hickok Dhireesha Kudithipudi 37 1 0 16 Apr 2024
Workload Estimation for Unknown Tasks: A Survey of Machine Learning Under Distribution Shift Josh Bhagat Smith Julie A. Adams 24 0 0 20 Mar 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 37 7 0 16 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 39 10 0 13 Mar 2024
Premonition: Using Generative Models to Preempt Future Data Changes in Continual Learning Mark D Mcdonnell Dong Gong Ehsan Abbasnejad Anton Van Den Hengel VLM DiffM 83 3 0 12 Mar 2024
One-stage Prompt-based Continual Learning Youngeun Kim Yuhang Li Priyadarshini Panda VLM CLL 43 4 0 25 Feb 2024
Class-incremental Learning for Time Series: Benchmark and Evaluation Zhongzheng Qiao Quang-Cuong Pham Zhen Cao Hoang H Le Ponnuthurai Nagaratnam Suganthan Xudong Jiang Savitha Ramasamy 45 10 0 19 Feb 2024
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning Wei-Cheng Huang Chun-Fu Chen Hsiang Hsu VLM 25 11 0 06 Feb 2024
Class-Incremental Learning for Multi-Label Audio Classification Manjunath Mulimani A. Mesaros CLL 12 11 0 09 Jan 2024
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 35 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 37 6 0 26 Nov 2023
Revisiting Supervision for Continual Representation Learning Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski SSL CLL 32 0 0 22 Nov 2023
Fast Trainable Projection for Robust Fine-Tuning Junjiao Tian Yen-Cheng Liu James Seale Smith Z. Kira OOD 38 11 0 29 Oct 2023
Visually Grounded Continual Language Learning with Selective Specialization Kyra Ahrens Lennart Bengtson Jae Hee Lee Stefan Wermter 29 0 0 24 Oct 2023
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning Filip Szatkowski Mateusz Pyla Marcin Przewiȩźlikowski Sebastian Cygert Bartlomiej Twardowski Tomasz Trzciñski CLL 35 10 0 18 Aug 2023
NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning T. Malepathirana Damith A. Senanayake Saman K. Halgamuge CLL 32 12 0 18 Aug 2023
Fed-CPrompt: Contrastive Prompt for Rehearsal-Free Federated Continual Learning Gaurav R. Bagwe Xiaoyong Yuan Miao Pan Lan Zhang VLM FedML CLL 31 10 0 10 Jul 2023
RanPAC: Random Projections and Pre-trained Models for Continual Learning Mark D Mcdonnell Dong Gong Amin Parvaneh Ehsan Abbasnejad Anton Van Den Hengel VLM CLL 29 95 0 05 Jul 2023
Continual Learning in Linear Classification on Separable Data Itay Evron E. Moroshko G. Buzaglo M. Khriesh B. Marjieh Nathan Srebro Daniel Soudry CLL 34 14 0 06 Jun 2023
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning James Smith Leonid Karlinsky V. Gutta Paola Cascante-Bonilla Donghyun Kim Assaf Arbelle Yikang Shen Rogerio Feris Z. Kira CLL VPVLM VLM 37 260 0 23 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Yikang Shen David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 44 20 0 17 Nov 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 23 124 0 27 Jul 2022
Learning Representations for New Sound Classes With Continual Self-Supervised Learning Zhepei Wang Cem Subakan Xilin Jiang Junkai Wu Efthymios Tzinis Mirco Ravanelli Paris Smaragdis CLL SSL 67 19 0 15 May 2022
Adversarial Continual Learning Sayna Ebrahimi Franziska Meier Roberto Calandra Trevor Darrell Marcus Rohrbach CLL VLM 152 199 0 21 Mar 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,217 0 01 Sep 2014