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Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

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Title
Neuroscience-Inspired Memory Replay for Continual Learning: A Comparative Study of Predictive Coding and Backpropagation-Based Strategies Goutham Nalagatla Shreyas Grandhe CLL 164 0 0 29 Nov 2025
SuRe: Surprise-Driven Prioritised Replay for Continual LLM Learning Hugo Hazard Zafeirios Fountas Martin A Benfeghoul Adnan Oomerjee Jun Wang Haitham Bou-Ammar CLL KELM 176 0 0 27 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 256 0 0 27 Nov 2025
Merge and Bound: Direct Manipulations on Weights for Class Incremental Learning Taehoon Kim Donghwan Jang Bohyung Han CLL MoMe 197 0 0 26 Nov 2025
When Generative Replay Meets Evolving Deepfakes: Domain-Aware Relative Weighting for Incremental Face Forgery Detection Hao Shen Jikang Cheng Renye Yan Zhongyuan Wang Wei Peng Baojin Huang 92 0 0 23 Nov 2025
Mitigating Catastrophic Forgetting in Streaming Generative and Predictive Learning via Stateful Replay Wenzhang Du CLL AI4TS 171 0 0 22 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
Parameter Importance-Driven Continual Learning for Foundation Models LingXiang Wang Hainan Zhang Zhiming Zheng KELM CLL 443 0 0 19 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 201 0 0 19 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 224 0 0 17 Nov 2025
Neuro-Logic Lifelong Learning Bowen He Xiaoan Xu Alper Kamil Bozkurt Vahid Tarokh Juncheng Dong CLL 170 0 0 16 Nov 2025
FSC-Net: Fast-Slow Consolidation Networks for Continual Learning Mohamed El Gorrim CLL 188 0 0 12 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 164 0 0 11 Nov 2025
Class Incremental Medical Image Segmentation via Prototype-Guided Calibration and Dual-Aligned Distillation Shengqian Zhu Chengrong Yu Qiang Wang Ying Song Guangjun Li Jiafei Wu Xiaogang Xu Zhang Yi Junjie Hu CLL VLM 233 0 0 11 Nov 2025
Sharing the Learned Knowledge-base to Estimate Convolutional Filter Parameters for Continual Image Restoration Aupendu Kar Krishnendu Ghosh P. Biswas CLL SupR 280 0 0 07 Nov 2025
SCALE: Upscaled Continual Learning of Large Language Models Jin-woo Lee Junhwa Choi Bongkyu Hwang Jinho Choo Bogun Kim ... Joonseok Lee DongYoung Jung Jaeseon Park Kyoungwon Park Suk-hoon Jung CLL LRM 426 0 0 05 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 274 0 0 03 Nov 2025
Off-policy Reinforcement Learning with Model-based Exploration Augmentation Likun Wang Xiangteng Zhang Yinuo Wang Guojian Zhan Wenxuan Wang Haoyu Gao Jingliang Duan Shengbo Eben Li OffRL 159 0 0 29 Oct 2025
Model Merging with Functional Dual Anchors Kexuan Shi Yandong Wen Weiyang Liu MoMe 259 0 0 24 Oct 2025
EdgeSync: Accelerating Edge-Model Updates for Data Drift through Adaptive Continuous Learning Runchu Donga Peng Zhao Guiqin Wang Nan Qi Jie Lin 92 0 0 18 Oct 2025
GENESIS: A Generative Model of Episodic-Semantic Interaction Marco DÁlessandro Leo DÁmato M. Elkano Mikel Uriz G. Pezzulo VLM 101 0 0 17 Oct 2025
Continual Knowledge Consolidation LORA for Domain Incremental Learning Naeem Paeedeh Mahardhika Pratama Weiping Ding Jimmy Cao Wolfgang Mayer Ryszard Kowalczyk CLL MoMe 188 0 0 17 Oct 2025
Towards Error Centric Intelligence I, Beyond Observational Learning Marcus A. Thomas CML 157 1 0 16 Oct 2025
Continual Learning via Sparse Memory Finetuning Jessy Lin Luke Zettlemoyer Gargi Ghosh Wen-tau Yih Aram H. Markosyan Vincent-Pierre Berges Barlas Oğuz KELM CLL 132 0 0 16 Oct 2025
High Semantic Features for the Continual Learning of Complex Emotions: a Lightweight Solution Thibault Geoffroy Gauthier Gerspacher Lionel Prevost CLL 195 0 0 15 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 112 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
Deep Generative Continual Learning using Functional LoRA: FunLoRA Victor Enescu Hichem Sahbi 216 0 0 03 Oct 2025
Source-Free Cross-Domain Continual Learning Muhammad Furqon Mahardhika Pratama Igor Skrjanc Lin Liu Habibullah Habibullah K. Doğançay CLL BDL 214 0 0 02 Oct 2025
REPAIR: Robust Editing via Progressive Adaptive Intervention and Reintegration Yisu Wang Ming Wang Haoyuan Song Wenjie Huang Chaozheng Wang Yi Xie Xuming Ran KELM MoMe CLL 124 0 0 02 Oct 2025
Diagnosing Shortcut-Induced Rigidity in Continual Learning: The Einstellung Rigidity Index (ERI) Kai Gu Weishi Shi 149 0 0 01 Oct 2025
EWC-Guided Diffusion Replay for Exemplar-Free Continual Learning in Medical Imaging Anoushka Harit William Prew Zhongtian Sun Florian Markowetz MedIm 85 0 0 28 Sep 2025
A Computational Perspective on NeuroAI and Synthetic Biological Intelligence Dhruvik Patel Md Sayed Tanveer Jesus Gonzalez-Ferrer Alon Loeffler Brett J. Kagan Mohammed A. Mostajo-Radji Ge Wang AI4CE NAI 126 0 0 28 Sep 2025
Avoid Catastrophic Forgetting with Rank-1 Fisher from Diffusion Models Zekun Wang Anant Gupta Zihan Dong Christopher MacLellan DiffM 56 0 0 28 Sep 2025
Toward a Holistic Approach to Continual Model Merging Hoang Phan Sungmin Cha Tung Lam Tran Qi Lei MoMe CLL 182 1 0 28 Sep 2025
Decentralized Dynamic Cooperation of Personalized Models for Federated Continual Learning Danni Yang Zhikang Chen Sen Cui Mengyue Yang D. Li Abudukelimu Wuerkaixi Xue Yang Jinke Ren Mingming Gong FedML 112 0 0 28 Sep 2025
The Lie of the Average: How Class Incremental Learning Evaluation Deceives You? Guannan Lai Da-Wei Zhou Xin Yang Han-Jia Ye CLL 91 0 0 26 Sep 2025
Global Pre-fixing, Local Adjusting: A Simple yet Effective Contrastive Strategy for Continual Learning Jia Tang Xinrui Wang Songcan Chen CLL 144 0 0 18 Sep 2025
Unbiased Online Curvature Approximation for Regularized Graph Continual Learning Jie Yin Ke Sun Han Wu CLL 105 0 0 16 Sep 2025
Efficient Single-Step Framework for Incremental Class Learning in Neural Networks Alejandro Dopico-Castro O. Fontenla-Romero Bertha Guijarro-Berdiñas Amparo Alonso-Betanzos CLL 121 0 0 14 Sep 2025
MEGG: Replay via Maximally Extreme GGscore in Incremental Learning for Neural Recommendation Models Yunxiao Shi Shuo Yang Haimin Zhang Li Wang Yongze Wang Qiang Wu Min Xu 134 2 0 09 Sep 2025
MCIGLE: Multimodal Exemplar-Free Class-Incremental Graph Learning Haochen You Baojing Liu CLL 104 0 0 07 Sep 2025
Unsupervised Identification and Replay-based Detection (UIRD) for New Category Anomaly Detection in ECG Signal Zhangyue Shi Zekai Wang Yuxuan Li 108 0 0 01 Sep 2025
Unsupervised Video Continual Learning via Non-Parametric Deep Embedded Clustering Nattapong Kurpukdee Adrian G. Bors 136 0 0 29 Aug 2025
Class Incremental Continual Learning with Self-Organizing Maps and Variational Autoencoders Using Synthetic Replay Pujan Thapa Alexander Ororbia Travis J. Desell DRL CLL 212 0 0 28 Aug 2025
ONG: Orthogonal Natural Gradient Descent Yajat Yadav Patrick Mendoza Jathin Korrapati 126 0 0 24 Aug 2025
Seeing Clearly, Forgetting Deeply: Revisiting Fine-Tuned Video Generators for Driving Simulation Chun-Peng Chang Chen-Yu Wang Julian Schmidt Holger Caesar A. Pagani VGen 215 1 0 22 Aug 2025
Investigation of D-Wave quantum annealing for training Restricted Boltzmann Machines and mitigating catastrophic forgetting Abdelmoula El Yazizi Yaroslav Koshka 93 0 0 21 Aug 2025
HiCL: Hippocampal-Inspired Continual Learning Kushal Kapoor Wyatt Mackey Yiannis Aloimonos Xiaomin Lin CLL 113 0 0 19 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

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Continual Learning with Deep Generative Replay

Papers citing "Continual Learning with Deep Generative Replay"