RMM: Reinforced Memory Management for Class-Incremental Learning

14 January 2023

Bernt Schiele

Papers citing "RMM: Reinforced Memory Management for Class-Incremental Learning"

50 / 54 papers shown

Title
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training Chao Qi Jianqin Yin Meng Chen Yingchun Niu Yuan Sun 3DPC CLL 48 0 0 11 Apr 2025
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning Chao Qi Jianqin Yin Ren Zhang CLL 3DPC VLM 40 0 0 11 Apr 2025
C-LoRA: Continual Low-Rank Adaptation for Pre-trained Models Xin Zhang Liang Bai Xian Yang Jiye Liang CLL 65 1 0 25 Feb 2025
Historical Test-time Prompt Tuning for Vision Foundation Models Jingyi Zhang Jiaxing Huang Xiaoqin Zhang Ling Shao Shijian Lu VLM 37 4 0 27 Oct 2024
Analytic Class Incremental Learning for Sound Source Localization with Privacy Protection Xinyuan Qian Xianghu Yue Jun Wang Huiping Zhuang Haizhou Li 24 1 0 11 Sep 2024
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual Learning Jinglin Liang Jin Zhong Hanlin Gu Zhongqi Lu Xingxing Tang Gang Dai Shuangping Huang Lixin Fan Qiang Yang DiffM 47 7 0 02 Sep 2024
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental Learning Tom Fischer Yaoyao Liu Artur Jesslen Noor Ahmed Prakhar Kaushik Angtian Wang Alan Yuille Adam Kortylewski Eddy Ilg CLL AI4CE 40 1 0 12 Jul 2024
OpenCIL: Benchmarking Out-of-Distribution Detection in Class-Incremental Learning Wenjun Miao Guansong Pang Trong-Tung Nguyen Ruohang Fang Jin Zheng Xiao Bai OODD 42 1 0 08 Jul 2024
Embracing Massive Medical Data Yu-Cheng Chou Zongwei Zhou Alan Yuille CLL OOD 35 4 0 05 Jul 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
Learning to Classify New Foods Incrementally Via Compressed Exemplars Justin Yang Zhihao Duan Jiangpeng He F. Zhu CLL 80 1 0 11 Apr 2024
Branch-Tuning: Balancing Stability and Plasticity for Continual Self-Supervised Learning Wenzhuo Liu Fei Zhu Cheng-Lin Liu CLL 43 2 0 27 Mar 2024
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning Yuanen Zhou Richang Hong Yanrong Guo Lin Liu Shijie Hao Hanwang Zhang 26 0 0 17 Mar 2024
FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts Murat Onur Yildirim Elif Ceren Gok Yildirim Decebal Constantin Mocanu Joaquin Vanschoren CLL 44 0 0 13 Mar 2024
Probing Image Compression For Class-Incremental Learning Justin Yang Zhihao Duan Andrew Peng Yuning Huang Jiangpeng He F. Zhu 73 1 0 10 Mar 2024
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 62 22 0 16 Dec 2023
Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Qiwen Wang Da-Wei Zhou Yi-Kai Zhang De-Chuan Zhan Han-Jia Ye CLL 57 43 0 08 Dec 2023
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning Ruxiao Duan Yaoyao Liu Jieneng Chen Adam Kortylewski Alan Yuille DiffM VLM 38 1 0 30 Nov 2023
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos Yaoyao Liu Yingying Li Bernt Schiele Qianru Sun CLL OnRL 29 7 0 24 Oct 2023
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Xutao Li Yew-Soon Ong CLL 45 0 0 26 Sep 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 110 27 0 13 Sep 2023
UER: A Heuristic Bias Addressing Approach for Online Continual Learning Huiwei Lin Shanshan Feng Baoquan Zhang Hongliang Qiao Xutao Li Yunming Ye CLL 40 4 0 08 Sep 2023
OEBench: Investigating Open Environment Challenges in Real-World Relational Data Streams Yiqun Diao Yutong Yang Yue Liu Bin He Mian Lu 24 1 0 29 Aug 2023
Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model Updates Murat Onur Yildirim Elif Ceren Gok Yildirim Ghada Sokar Decebal Constantin Mocanu Joaquin Vanschoren CLL 30 7 0 28 Aug 2023
Black-box Unsupervised Domain Adaptation with Bi-directional Atkinson-Shiffrin Memory Jingyi Zhang Jiaxing Huang Xue-Qiu Jiang Shijian Lu 35 15 0 25 Aug 2023
OpenGCD: Assisting Open World Recognition with Generalized Category Discovery Fulin Gao Weimin Zhong Zhixing Cao Xin Peng Zhi Li 8 1 0 14 Aug 2023
Heterogeneous Forgetting Compensation for Class-Incremental Learning Jiahua Dong Wenqi Liang Yang Cong Gan Sun CLL 26 19 0 07 Aug 2023
Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants Yibo Yang Haobo Yuan Hefei Ling Jianlong Wu Lefei Zhang Zhouchen Lin Philip Torr Dacheng Tao Guohao Li CLL 31 8 0 03 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 34 49 0 16 Jul 2023
Shared Growth of Graph Neural Networks via Prompted Free-direction Knowledge Distillation Kaituo Feng Yikun Miao Changsheng Li Ye Yuan Guoren Wang 32 0 0 02 Jul 2023
Continual Learning for Abdominal Multi-Organ and Tumor Segmentation Yixiao Zhang Xinyi Li Huimiao Chen Alan Yuille Yaoyao Liu Zongwei Zhou CLL 27 33 0 01 Jun 2023
Learning without Forgetting for Vision-Language Models Da-Wei Zhou Yuanhan Zhang Jingyi Ning Jingyi Ning De-Chuan Zhan De-Chuan Zhan Ziwei Liu VLM CLL 74 37 0 30 May 2023
Advancing Incremental Few-shot Semantic Segmentation via Semantic-guided Relation Alignment and Adaptation Yuanen Zhou Xin Chen Yanrong Guo Shijie Hao Richang Hong Qi Tian CLL 30 4 0 18 May 2023
SRIL: Selective Regularization for Class-Incremental Learning Jisu Han Jaemin Na Wonjun Hwang CLL 17 0 0 09 May 2023
Preserving Locality in Vision Transformers for Class Incremental Learning Bowen Zheng Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 27 5 0 14 Apr 2023
Continual Semantic Segmentation with Automatic Memory Sample Selection Lanyun Zhu Tianrun Chen Jianxiong Yin Simon See Jun Liu CLL VLM 19 44 0 11 Apr 2023
PCR: Proxy-based Contrastive Replay for Online Class-Incremental Continual Learning Huiwei Lin Baoquan Zhang Shanshan Feng Xutao Li Yunming Ye CLL 29 54 0 10 Apr 2023
Continual Detection Transformer for Incremental Object Detection Yaoyao Liu Bernt Schiele Andrea Vedaldi Christian Rupprecht CLL 18 52 0 06 Apr 2023
Class-Incremental Exemplar Compression for Class-Incremental Learning Zilin Luo Yaoyao Liu Bernt Schiele Qianru Sun VLM CLL 91 44 0 24 Mar 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip Torr Ser-Nam Lim Guohao Li Adel Bibi CLL 36 62 0 20 Mar 2023
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need Da-Wei Zhou Han-Jia Ye De-Chuan Zhan Ziwei Liu CLL 33 100 0 13 Mar 2023
TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Jie M. Zhang Chen Chen Weiming Zhuang Lingjuan Lv CLL FedML 33 45 0 13 Mar 2023
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans Zhanghexuan Ji Dazhou Guo Puyang Wang Ke Yan Le Lu ... Qifeng Wang J. Ge Mingchen Gao X. Ye D. Jin OOD 24 19 0 01 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 46 606 0 31 Jan 2023
Online Hyperparameter Optimization for Class-Incremental Learning Yaoyao Liu Yingying Li Bernt Schiele Qianru Sun CLL 29 31 0 11 Jan 2023
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 30 9 0 18 Sep 2022
Progressive Voronoi Diagram Subdivision: Towards A Holistic Geometric Framework for Exemplar-free Class-Incremental Learning Chunwei Ma Zhanghexuan Ji Ziyun Huang Yan Shen Mingchen Gao Jinhui Xu 30 1 0 28 Jul 2022
FreeKD: Free-direction Knowledge Distillation for Graph Neural Networks Kaituo Feng Changsheng Li Ye Yuan Guoren Wang 33 32 0 14 Jun 2022
ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection Huiping Zhuang Zhenyu Weng Hongxin Wei Renchunzi Xie Kar-Ann Toh Zhiping Lin CLL 30 35 0 30 May 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 29 123 0 26 May 2022