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Efficient Lifelong Learning with A-GEM

2 December 2018

Papers citing "Efficient Lifelong Learning with A-GEM"

50 / 948 papers shown

Title
Forget Less, Retain More: A Lightweight Regularizer for Rehearsal-Based Continual Learning Lama Alssum Hasan Hammoud Motasem Alfarra Juan Carlos León Alcázar Bernard Ghanem CLL VLM 114 0 0 01 Dec 2025
Provably Safe Model Updates Leo Elmecker-Plakolm Pierre Fasterling Philip Sosnin Calvin Tsay Matthew Wicker AAML KELM 94 0 0 01 Dec 2025
Neuroscience-Inspired Memory Replay for Continual Learning: A Comparative Study of Predictive Coding and Backpropagation-Based Strategies Goutham Nalagatla Shreyas Grandhe CLL 152 0 0 29 Nov 2025
Stable-Drift: A Patient-Aware Latent Drift Replay Method for Stabilizing Representations in Continual Learning P. Theofilou Anuhya Thota Stefanos D. Kollias Mamatha Thota MedIm 228 0 0 27 Nov 2025
OpenCML: End-to-End Framework of Open-world Machine Learning to Learn Unknown Classes Incrementally Jitendra Parmar Praveen Singh Thakur CLL VLM 187 0 0 23 Nov 2025
InTAct: Interval-based Task Activation Consolidation for Continual Learning Patryk Krukowski Jan Miksa Piotr Helm Jacek Tabor Paweł Wawrzyński Przemysław Spurek CLL 232 0 0 21 Nov 2025
Learning from Mistakes: Loss-Aware Memory Enhanced Continual Learning for LiDAR Place Recognition Xufei Wang Junqiao Zhao Siyue Tao Qiwen Gu Wonbong Kim T. Feng CLL 193 0 0 19 Nov 2025
Hierarchical Semantic Tree Anchoring for CLIP-Based Class-Incremental Learning Tao Hu Lan Li Zhen-Hao Xie Da-Wei Zhou CLL VLM 196 0 0 19 Nov 2025
MergeSlide: Continual Model Merging and Task-to-Class Prompt-Aligned Inference for Lifelong Learning on Whole Slide Images Doanh C. Bui Ba-Hung Ngo H. Pham Khang Phuoc-Quy Nguyen Maï K. Nguyen Y. Nakashima CLL MoMe VLM 258 0 0 17 Nov 2025
Dual-LoRA and Quality-Enhanced Pseudo Replay for Multimodal Continual Food Learning Xinlan Wu B. Zhu Feng Han Pengkun Jiao Jingjing Chen CLL 216 0 0 17 Nov 2025
Neuro-Logic Lifelong Learning Bowen He Xiaoan Xu Alper Kamil Bozkurt Vahid Tarokh Juncheng Dong CLL 158 0 0 16 Nov 2025
Continual Unlearning for Text-to-Image Diffusion Models: A Regularization Perspective Justin Lee Zheda Mai Jinsu Yoo Chongyu Fan Cheng Zhang Wei-Lun Chao DiffM VLM 156 0 0 11 Nov 2025
Multi-Modal Continual Learning via Cross-Modality Adapters and Representation Alignment with Knowledge Preservation Evelyn Chee Wynne Hsu Mong-Li Lee CLL KELM 301 0 0 10 Nov 2025
Mixtures of SubExperts for Large Language Continual Learning Haeyong Kang CLL KELM MoE 183 0 0 09 Nov 2025
Forgetting is Everywhere Ben Sanati Thomas L. Lee Trevor A. McInroe Aidan Scannell Nikolay Malkin David Abel Amos Storkey OOD CML 336 0 0 06 Nov 2025
Efficient Online Continual Learning in Sensor-Based Human Activity Recognition Yao Zhang Souza Leite Clayton Yu Xiao VLM 200 0 0 04 Nov 2025
Dynamic Routing Between Experts: A Data-Efficient Approach to Continual Learning in Vision-Language Models Jay Mohta Kenan E. Ak Dimitrios Dimitriadis Yan Xu Mingwei Shen CLL VLM 246 0 0 03 Nov 2025
Knowledge-guided Continual Learning for Behavioral Analytics Systems Yasas Senarath Hemant Purohit KELM CLL 159 0 0 25 Oct 2025
Benchmarking Catastrophic Forgetting Mitigation Methods in Federated Time Series Forecasting Khaled Hallak Oudom Kem AI4TS 92 0 0 24 Oct 2025
Beyond Reasoning Gains: Mitigating General Capabilities Forgetting in Large Reasoning Models Hoang Phan Xianjun Yang Kevin Yao Jingyu Zhang Shengjie Bi Xiaocheng Tang Madian Khabsa Lijuan Liu Deren Lei OffRL CLL KELM VLM LRM 114 0 0 24 Oct 2025
COLA: Continual Learning via Autoencoder Retrieval of Adapters Jaya Krishna Mandivarapu CLL 251 0 0 22 Oct 2025
Learning After Model Deployment Derda Kaymak Gyuhak Kim Tomoya Kaichi Tatsuya Konishi Bing-Quan Liu 92 0 0 20 Oct 2025
Continual Knowledge Consolidation LORA for Domain Incremental Learning Naeem Paeedeh Mahardhika Pratama Weiping Ding Jimmy Cao Wolfgang Mayer Ryszard Kowalczyk CLL MoMe 176 0 0 17 Oct 2025
Towards Error Centric Intelligence I, Beyond Observational Learning Marcus A. Thomas CML 153 1 0 16 Oct 2025
DRL: Discriminative Representation Learning with Parallel Adapters for Class Incremental Learning Jiawei Zhan Jun Liu Jinlong Peng Xiaochen Chen Bin-Bin Gao Yong-Jin Liu Chengjie Wang CLL 160 0 0 14 Oct 2025
Design-Based Bandits Under Network Interference: Trade-Off Between Regret and Statistical Inference Zichen Wang Haoyang Hong Chuanhao Li Haoxuan Li Zhiheng Zhang Huazheng Wang 104 0 0 09 Oct 2025
How to Teach Large Multimodal Models New Skills Zhen Zhu Yiming Gong Yao Xiao Yaoyao Liu Derek Hoiem MLLM CLL KELM 165 0 0 09 Oct 2025
The Unreasonable Effectiveness of Randomized Representations in Online Continual Graph Learning Giovanni Donghi Daniele Zambon Luca Pasa Cesare Alippi Nicoló Navarin CLL OffRL 200 0 0 08 Oct 2025
Source-Free Cross-Domain Continual Learning Muhammad Furqon Mahardhika Pratama Igor Skrjanc Lin Liu Habibullah Habibullah K. Doğançay CLL BDL 178 0 0 02 Oct 2025
Diagnosing Shortcut-Induced Rigidity in Continual Learning: The Einstellung Rigidity Index (ERI) Kai Gu Weishi Shi 145 0 0 01 Oct 2025
Rehearsal-free and Task-free Online Continual Learning With Contrastive Prompt Aopeng Wang Ke Deng Yongli Ren Jun Luo CLL 108 0 0 01 Oct 2025
Temporal Generalization: A Reality Check Divyam Madaan S. Chopra Kyunghyun Cho OOD AI4TS 104 0 0 27 Sep 2025
LANCE: Low Rank Activation Compression for Efficient On-Device Continual Learning M. Apolinario Kaushik Roy 60 0 0 25 Sep 2025
Global Pre-fixing, Local Adjusting: A Simple yet Effective Contrastive Strategy for Continual Learning Jia Tang Xinrui Wang Songcan Chen CLL 132 0 0 18 Sep 2025
Collapse of Irrelevant Representations (CIR) Ensures Robust and Non-Disruptive LLM Unlearning Filip Sondej Yushi Yang MU 322 0 0 15 Sep 2025
Class Incremental Continual Learning with Self-Organizing Maps and Variational Autoencoders Using Synthetic Replay Pujan Thapa Alexander Ororbia Travis J. Desell DRL CLL 196 0 0 28 Aug 2025
Complementary Learning System Empowers Online Continual Learning of Vehicle Motion Forecasting in Smart Cities Zirui Li Yunlong Lin Guodong Du X. Zhao Cheng Gong Chen Lv Chao Lu Jianwei Gong CLL 138 0 0 27 Aug 2025
C-Flat++: Towards a More Efficient and Powerful Framework for Continual Learning Wei Li Hangjie Yuan Zixiang Zhao Yifan Zhu Aojun Lu Tao Feng Yanan Sun 144 1 0 26 Aug 2025
BRAIN: Bias-Mitigation Continual Learning Approach to Vision-Brain Understanding Xuan-Bac Nguyen Thanh-Dat Truong Pawan Sinha Khoa Luu CLL 124 0 0 25 Aug 2025
CLIFF: Continual Learning for Incremental Flake Features in 2D Material Identification Sankalp Pandey Xuan-Bac Nguyen Nicholas Borys Hugh Churchill Khoa Luu 64 0 0 24 Aug 2025
Adaptive Anomaly Detection in Evolving Network Environments Ehssan Mousavipour Andrey Dimanchev Majid Ghaderi 72 0 0 20 Aug 2025
SEDEG:Sequential Enhancement of Decoder and Encoder's Generality for Class Incremental Learning with Small Memory Hongyang Chen Shaoling Pu Lingyu Zheng Zhongwu Sun CLL 88 0 0 18 Aug 2025
Rethinking Safety in LLM Fine-tuning: An Optimization Perspective Minseon Kim Jin Myung Kwak Lama Alssum Bernard Ghanem Juil Sock David M. Krueger Fazl Barez Adel Bibi 111 2 0 17 Aug 2025
Index-Aligned Query Distillation for Transformer-based Incremental Object Detection Mingxiao Ma Shunyao Zhu Guoliang Kang CLL 60 0 0 15 Aug 2025
Improving Learning of New Diseases through Knowledge-Enhanced Initialization for Federated Adapter TuningIEEE Transactions on Medical Imaging (IEEE TMI), 2025 D. Peng Yuan Wang Kangning Cai Peiyan Ning Jiming Xu Yong Liu Rick Siow Mong Goh Qingsong Wei Huazhu Fu FedML 160 0 0 14 Aug 2025
CRAM: Large-scale Video Continual Learning with Bootstrapped Compression Shivani Mall Joao F. Henriques CLL VLM 104 0 0 07 Aug 2025
Divide-and-Conquer for Enhancing Unlabeled Learning, Stability, and Plasticity in Semi-supervised Continual Learning Yue Duan Taicai Chen Lei Qi Yinghuan Shi CLL 104 0 0 07 Aug 2025
Online Continual Graph Learning Giovanni Donghi Luca Pasa Daniele Zambon Cesare Alippi Nicoló Navarin CLL GNN 202 0 0 05 Aug 2025
Welcome New Doctor: Continual Learning with Expert Consultation and Autoregressive Inference for Whole Slide Image Analysis Doanh C. Bui Jin Tae Kwak CLL MedIm 113 0 0 04 Aug 2025
Revisiting Replay and Gradient Alignment for Continual Pre-Training of Large Language Models Istabrak Abbes G. Subbaraj Matthew D Riemer Nizar Islah Benjamin Thérien Tsuguchika Tabaru Hiroaki Kingetsu Sarath Chandar Irina Rish CLL 107 1 0 03 Aug 2025