Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting

31 March 2019

Yingbo Zhou

Papers citing "Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting"

50 / 68 papers shown

Title
Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation Doanh C. Bui H. Pham V. Le T. Vu Van Duy Tran Khang Phuoc-Quy Nguyen Y. Nakashima CLL MedIm 29 0 0 04 May 2025
Improvements of Dark Experience Replay and Reservoir Sampling towards Better Balance between Consolidation and Plasticity Taisuke Kobayashi CLL 41 0 0 29 Apr 2025
Feature Calibration enhanced Parameter Synthesis for CLIP-based Class-incremental Learning J. Guo Xiaoguang Zhu Xiaoguang Zhu Lianlong Sun Liangyu Teng Y. Liu Di Li Wei Zhou Liang Song CLL VLM 59 1 0 24 Mar 2025
Empowering Large Language Model for Continual Video Question Answering with Collaborative Prompting Chen Cai Zheng Wang J. Gao Wenyang Liu Ye Lu Runzhong Zhang Kim-Hui Yap CLL 52 0 0 20 Jan 2025
Generate to Discriminate: Expert Routing for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 78 0 0 31 Dec 2024
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 39 0 0 04 Nov 2024
Dual Low-Rank Adaptation for Continual Learning with Pre-Trained Models Huancheng Chen Jingtao Li Nidham Gazagnadou Weiming Zhuang Chen Chen Lingjuan Lyu VLM CLL 47 1 0 01 Nov 2024
Incremental Learning of Retrievable Skills For Efficient Continual Task Adaptation Daehee Lee Minjong Yoo Woo Kyung Kim Wonje Choi Honguk Woo CLL 93 3 0 30 Oct 2024
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning Hwihun Jeong S. Chun Jongho Lee 38 2 0 16 Sep 2024
Towards Generalizable Reinforcement Learning via Causality-Guided Self-Adaptive Representations Yupei Yang Biwei Huang Fan Feng Xinyue Wang Shikui Tu Lei Xu CML OOD TTA 38 1 0 30 Jul 2024
Distribution Aligned Semantics Adaption for Lifelong Person Re-Identification Qizao Wang Xuelin Qian Bin Li Xiangyang Xue 24 1 0 30 May 2024
Auto-selected Knowledge Adapters for Lifelong Person Re-identification Xuelin Qian Ruiqi Wu Gong Cheng Junwei Han CLL 52 2 0 29 May 2024
Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System Chen Chen Ruizhe Li Yuchen Hu Yuanyuan Chen Chengwei Qin Qiang Zhang CLL 41 1 0 16 May 2024
HFT: Half Fine-Tuning for Large Language Models Tingfeng Hui Zhenyu Zhang Shuohuan Wang Weiran Xu Yu Sun Hua-Hong Wu CLL 37 4 0 29 Apr 2024
Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Hikmat Khan N. Bouaynaya Ghulam Rasool CLL 38 1 0 22 Apr 2024
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning Huiyi Wang Haodong Lu Lina Yao Dong Gong KELM CLL 42 8 0 27 Mar 2024
Memory-Efficient Prompt Tuning for Incremental Histopathology Classification Yu Zhu Kang Li Lequan Yu Pheng-Ann Heng VLM 34 0 0 22 Jan 2024
What Can AutoML Do For Continual Learning? Mert Kilickaya Joaquin Vanschoren 30 1 0 20 Nov 2023
Unlearning with Fisher Masking Yufang Liu Changzhi Sun Yuanbin Wu Aimin Zhou MU 21 5 0 09 Oct 2023
Elephant Neural Networks: Born to Be a Continual Learner Qingfeng Lan A. R. Mahmood CLL 42 9 0 02 Oct 2023
Online Continual Learning on Hierarchical Label Expansion Byung Hyun Lee Ok-Cheol Jung Jonghyun Choi S. Chun CLL 17 8 0 28 Aug 2023
Advances and Challenges in Meta-Learning: A Technical Review Anna Vettoruzzo Mohamed-Rafik Bouguelia Joaquin Vanschoren Thorsteinn Rögnvaldsson K. Santosh OffRL 21 70 0 10 Jul 2023
Can Continual Learning Improve Long-Tailed Recognition? Toward a Unified Framework Mahdiyar Molahasani Michael A. Greenspan Ali Etemad 24 2 0 23 Jun 2023
Accelerated Training via Incrementally Growing Neural Networks using Variance Transfer and Learning Rate Adaptation Xin Yuan Pedro H. P. Savarese Michael Maire 8 5 0 22 Jun 2023
Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning Wenjin Wang Yunqing Hu Qianglong Chen Yin Zhang CLL 32 13 0 11 Apr 2023
CoDeC: Communication-Efficient Decentralized Continual Learning Sakshi Choudhary Sai Aparna Aketi Gobinda Saha Kaushik Roy CLL 45 3 0 27 Mar 2023
Multipath agents for modular multitask ML systems Andrea Gesmundo 28 1 0 06 Feb 2023
Online Reinforcement Learning in Non-Stationary Context-Driven Environments Pouya Hamadanian Arash Nasr-Esfahany Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh CLL OffRL 48 0 0 04 Feb 2023
CLIP model is an Efficient Continual Learner Vishal G. Thengane Salman Khan Munawar Hayat F. Khan BDL VLM CLL 112 46 0 06 Oct 2022
Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning Yanyan Liang Wu-Jun Li CLL 16 8 0 23 Sep 2022
Scalable Adversarial Online Continual Learning T. Dam Mahardhika Pratama Md Meftahul Ferdaus S. Anavatti Hussein Abbas CLL 27 3 0 04 Sep 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 27 208 0 26 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 29 27 0 15 Jul 2022
E2-AEN: End-to-End Incremental Learning with Adaptively Expandable Network Guimei Cao Zhanzhan Cheng Yunlu Xu Duo Li Shiliang Pu Yi Niu Fei Wu CLL 20 2 0 14 Jul 2022
Incremental Learning with Differentiable Architecture and Forgetting Search James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 34 4 0 19 May 2022
DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning Zifeng Wang Zizhao Zhang Sayna Ebrahimi Ruoxi Sun Han Zhang ... Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VLM VPVLM 31 455 0 10 Apr 2022
Class-Incremental Learning with Strong Pre-trained Models Tz-Ying Wu Gurumurthy Swaminathan Zhizhong Li Avinash Ravichandran Nuno Vasconcelos Rahul Bhotika Stefano Soatto CLL 24 67 0 07 Apr 2022
Continual Normalization: Rethinking Batch Normalization for Online Continual Learning Quang-Cuong Pham Chenghao Liu S. Hoi BDL OnRL 30 57 0 30 Mar 2022
Continual Sequence Generation with Adaptive Compositional Modules Yanzhe Zhang Xuezhi Wang Diyi Yang KELM CLL 41 40 0 20 Mar 2022
A Versatile Agent for Fast Learning from Human Instructors Yiwen Chen Zedong Zhang Hao-Kang Liu Jiayi Tan C. Chew Marcelo H ANG Jr 12 0 0 01 Mar 2022
Architecture Matters in Continual Learning Seyed Iman Mirzadeh Arslan Chaudhry Dong Yin Timothy Nguyen Razvan Pascanu Dilan Görür Mehrdad Farajtabar OOD KELM 114 58 0 01 Feb 2022
Continual Learning of Long Topic Sequences in Neural Information Retrieval Thomas Gerald Laure Soulier CLL 26 4 0 10 Jan 2022
Building Human-like Communicative Intelligence: A Grounded Perspective M. Dubova 24 12 0 02 Jan 2022
Generative Kernel Continual learning Mohammad Mahdi Derakhshani Xiantong Zhen Ling Shao Cees G. M. Snoek BDL VLM 33 0 0 26 Dec 2021
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansion Arthur Douillard Alexandre Ramé Guillaume Couairon Matthieu Cord CLL 30 295 0 22 Nov 2021
Towards Better Plasticity-Stability Trade-off in Incremental Learning: A Simple Linear Connector Guoliang Lin Hanlu Chu Hanjiang Lai MoMe CLL 29 43 0 15 Oct 2021
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 66 111 0 13 Oct 2021
GROWN: GRow Only When Necessary for Continual Learning Li Yang Sen Lin Junshan Zhang Deliang Fan CLL 28 11 0 03 Oct 2021
DualNet: Continual Learning, Fast and Slow Quang-Cuong Pham Chenghao Liu S. Hoi CLL 71 42 0 01 Oct 2021
Recent Advances of Continual Learning in Computer Vision: An Overview Haoxuan Qu Hossein Rahmani Li Xu Bryan M. Williams Jun Liu VLM CLL 25 73 0 23 Sep 2021