Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning

17 June 2021

Papers citing "Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning"

50 / 101 papers shown

Title
GPS: Distilling Compact Memories via Grid-based Patch Sampling for Efficient Online Class-Incremental Learning Mingchuan Ma Yuhao Zhou Jindi Lv Yuxin Tian Dan Si Shujian Li Qing Ye Jiancheng Lv CLL 36 0 0 14 Apr 2025
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais J. Weijer Andrew D. Bagdanov 45 0 0 13 Mar 2025
iManip: Skill-Incremental Learning for Robotic Manipulation Zexin Zheng Jia-Feng Cai Xiao-Ming Wu Yi-Lin Wei Yu-Ming Tang Wei-Shi Zheng CLL 54 0 0 10 Mar 2025
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
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning Grzegorz Rype'sć Sebastian Cygert Tomasz Trzciñski Bartłomiej Twardowski 30 4 0 26 Sep 2024
Few-Shot Class-Incremental Learning with Non-IID Decentralized Data Cuiwei Liu Siang Xu Huaijun Qiu Jing Zhang Zhi Liu Liang Zhao CLL 32 0 0 18 Sep 2024
Versatile Incremental Learning: Towards Class and Domain-Agnostic Incremental Learning Min-Yeong Park Jae-Ho Lee Gyeong-Moon Park CLL 26 1 0 17 Sep 2024
AWF: Adaptive Weight Fusion for Enhanced Class Incremental Semantic Segmentation Zechao Sun Haolin Jin Weitong Chen Luping Zhou CLL 37 1 0 13 Sep 2024
Selective Self-Rehearsal: A Fine-Tuning Approach to Improve Generalization in Large Language Models Sonam Gupta Yatin Nandwani Asaf Yehudai Mayank Mishra Gaurav Pandey Dinesh Raghu Sachindra Joshi LRM 20 1 0 07 Sep 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
Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling Bo Yuan Danpei Zhao Z. Shi VLM CLL 32 3 0 22 Jul 2024
Addressing Imbalance for Class Incremental Learning in Medical Image Classification Xuze Hao Wenqian Ni Xuhao Jiang Weimin Tan Bo Yan CLL 22 0 0 18 Jul 2024
Beyond Prompt Learning: Continual Adapter for Efficient Rehearsal-Free Continual Learning Xinyuan Gao Songlin Dong Yuhang He Qiang Wang Yihong Gong CLL 24 13 0 14 Jul 2024
Overcoming Catastrophic Forgetting in Federated Class-Incremental Learning via Federated Global Twin Generator Thinh Nguyen Khoa D. Doan Binh T. Nguyen Danh Le-Phuoc Kok-Seng Wong FedML 35 0 0 13 Jul 2024
Rethinking Few-shot Class-incremental Learning: Learning from Yourself Yu-Ming Tang Yi-Xing Peng Jingke Meng Wei-Shi Zheng CLL 37 5 0 10 Jul 2024
Small Scale Data-Free Knowledge Distillation He Liu Yikai Wang Huaping Liu Fuchun Sun Anbang Yao 19 8 0 12 Jun 2024
CCSI: Continual Class-Specific Impression for Data-free Class Incremental Learning Sana Ayromlou Teresa S. M. Tsang Purang Abolmaesumi Xiaoxiao Li CLL 30 2 0 09 Jun 2024
Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data Sohaib Younis Bernhard Seeger 26 0 0 07 Jun 2024
Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory Naibo Wang Yuchen Deng Wenjie Feng Jianwei Yin See-Kiong Ng DiffM FedML 39 1 0 22 May 2024
Dynamic Feature Learning and Matching for Class-Incremental Learning Sunyuan Qiang Yanyan Liang Jun Wan Du Zhang CLL 38 3 0 14 May 2024
Recommendation of data-free class-incremental learning algorithms by simulating future data Eva Feillet Adrian Daniel Popescu C´eline Hudelot 41 0 0 26 Mar 2024
Select and Distill: Selective Dual-Teacher Knowledge Transfer for Continual Learning on Vision-Language Models Yu-Chu Yu Chi-Pin Huang Jr-Jen Chen Kai-Po Chang Yung-Hsuan Lai Fu-En Yang Yu-Chiang Frank Wang CLL VLM 37 7 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
Consistent Prompting for Rehearsal-Free Continual Learning Zhanxin Gao Jun Cen Xiaobin Chang VLM CLL 29 24 0 13 Mar 2024
FeTrIL++: Feature Translation for Exemplar-Free Class-Incremental Learning with Hill-Climbing Eduard Hogea Adrian Daniel Popescu Darian M. Onchis Grégoire Petit CLL 29 6 0 12 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 75 3 0 12 Mar 2024
DiffClass: Diffusion-Based Class Incremental Learning Zichong Meng Jie M. Zhang Changdi Yang Zheng Zhan Pu Zhao Yanzhi Wang DiffM CLL 38 14 0 08 Mar 2024
Mitigating Catastrophic Forgetting in Large Language Models with Self-Synthesized Rehearsal Jianheng Huang Leyang Cui Ante Wang Chengyi Yang Xinting Liao Linfeng Song Junfeng Yao Jinsong Su KELM CLL 19 32 0 02 Mar 2024
One-stage Prompt-based Continual Learning Youngeun Kim Yuhang Li Priyadarshini Panda VLM CLL 36 4 0 25 Feb 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 37 5 0 09 Feb 2024
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais J. Weijer Andrew D. Bagdanov 31 18 0 06 Feb 2024
Divide and not forget: Ensemble of selectively trained experts in Continual Learning Grzegorz Rype'sć Sebastian Cygert Valeriya Khan Tomasz Trzciñski Bartosz Zieliñski Bartlomiej Twardowski CLL 24 28 0 18 Jan 2024
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning Chenyang Wang Junjun Jiang Xingyu Hu Xianming Liu Xiangyang Ji 37 2 0 12 Jan 2024
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 47 21 0 16 Dec 2023
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks Sara Babakniya Zalan Fabian Chaoyang He Mahdi Soltanolkotabi Salman Avestimehr FedML CLL 21 29 0 13 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
Prior-Free Continual Learning with Unlabeled Data in the Wild Tao Zhuo Zhiyong Cheng Hehe Fan Mohan S. Kankanhalli VLM CLL 33 2 0 16 Oct 2023
Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization Zizhao Hu Mohammad Rostami CLL BDL 13 3 0 05 Oct 2023
Inherit with Distillation and Evolve with Contrast: Exploring Class Incremental Semantic Segmentation Without Exemplar Memory Danpei Zhao Bo Yuan Z. Shi VLM CLL 23 9 0 27 Sep 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Dipam Goswami Yuyang Liu Bartlomiej Twardowski Joost van de Weijer CLL 21 52 0 25 Sep 2023
Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed Analysis Xiu-yan Chen Xiaobin Chang CLL 19 0 0 29 Aug 2023
OEBench: Investigating Open Environment Challenges in Real-World Relational Data Streams Yiqun Diao Yutong Yang Q. Li Bin He Mian Lu 14 1 0 29 Aug 2023
Masked Autoencoders are Efficient Class Incremental Learners Jiang-Tian Zhai Xialei Liu Andrew D. Bagdanov Ke Li Mingg-Ming Cheng CLL 19 13 0 24 Aug 2023
Color Prompting for Data-Free Continual Unsupervised Domain Adaptive Person Re-Identification Jianyang Gu Haowen Luo Kai Wang Wei Jiang Yang You Jian-jun Zhao VLM 21 3 0 21 Aug 2023
NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual Learning T. Malepathirana Damith A. Senanayake Saman K. Halgamuge CLL 11 12 0 18 Aug 2023
Feature Matching Data Synthesis for Non-IID Federated Learning Zijian Li Yuchang Sun Jiawei Shao Yuyi Mao Jessie Hui Wang Jun Zhang 26 19 0 09 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 29 46 0 16 Jul 2023
Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory Sara Babakniya Zalan Fabian Chaoyang He Mahdi Soltanolkotabi Salman Avestimehr FedML 22 2 0 02 Jul 2023
Class-Incremental Learning using Diffusion Model for Distillation and Replay Quentin Jodelet Xin Liu Yin Jun Phua T. Murata DiffM 14 31 0 30 Jun 2023
Heterogeneous Continual Learning Divyam Madaan Hongxu Yin Wonmin Byeon Jan Kautz Pavlo Molchanov CLL 21 5 0 14 Jun 2023