v1v2v3 (latest)

Continual Learning with Deep Generative Replay

24 May 2017

Papers citing "Continual Learning with Deep Generative Replay"

50 / 616 papers shown

Title
Progressive Latent Replay for efficient Generative Rehearsal Stanislaw Pawlak Filip Szatkowski Michal Bortkiewicz Jan Dubiñski Tomasz Trzciñski 51 3 0 04 Jul 2022
Memory-Based Label-Text Tuning for Few-Shot Class-Incremental Learning Jinze Li Yan Bai Yihang Lou Xiongkun Linghu Jianzhong He Shaoyun Xu Tao Bai VLM CLL 87 2 0 03 Jul 2022
SHELS: Exclusive Feature Sets for Novelty Detection and Continual Learning Without Class Boundaries Meghna Gummadi Cassandra Kent Jorge Armando Mendez Mendez Eric Eaton CLL 83 11 0 28 Jun 2022
Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning Tianlong Chen Sijia Liu Shiyu Chang Lisa Amini Zhangyang Wang CLL 89 4 0 15 Jun 2022
A Study of Continual Learning Methods for Q-Learning Benedikt Bagus A. Gepperth CLL OffRL 105 4 0 08 Jun 2022
Effects of Auxiliary Knowledge on Continual Learning Giovanni Bellitto M. Pennisi S. Palazzo Lorenzo Bonicelli Matteo Boschini Simone Calderara C. Spampinato CLL 69 6 0 03 Jun 2022
Analysis of Catastrophic Forgetting for Random Orthogonal Transformation Tasks in the Overparameterized Regime Daniel Goldfarb Paul Hand CLL 61 14 0 01 Jun 2022
Continual Object Detection: A review of definitions, strategies, and challenges Angelo G. Menezes Gustavo de Moura Cézanne Alves André C. P. L. F. de Carvalho ObjD 113 53 0 30 May 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 118 41 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 80 140 0 26 May 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 211 123 0 24 May 2022
Cross-lingual Lifelong Learning Meryem M'hamdi Xiang Ren Jonathan May CLL 107 9 0 23 May 2022
KRNet: Towards Efficient Knowledge Replay Yingying Zhang Qiaoyong Zhong Di Xie Shi Pu CLL 37 0 0 23 May 2022
Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning Fanfan Ye Liang Ma Qiaoyong Zhong Di Xie Shiliang Pu BDL CLL 45 2 0 23 May 2022
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun Luo A. R. Mahmood OffRL 115 8 0 22 May 2022
A Dirichlet Process Mixture of Robust Task Models for Scalable Lifelong Reinforcement Learning Zhi Wang Chunlin Chen D. Dong BDL CLL 39 16 0 22 May 2022
How catastrophic can catastrophic forgetting be in linear regression? Itay Evron E. Moroshko Rachel A. Ward Nati Srebro Daniel Soudry CLL 81 54 0 19 May 2022
Continual learning on 3D point clouds with random compressed rehearsal M. Zamorski Michal Stypulkowski Konrad Karanowski Tomasz Trzciñski Maciej Ziȩba 3DPC 63 11 0 16 May 2022
Learning Representations for New Sound Classes With Continual Self-Supervised Learning Zhepei Wang Cem Subakan Xilin Jiang Junkai Wu Efthymios Tzinis Mirco Ravanelli Paris Smaragdis CLL SSL 123 19 0 15 May 2022
A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials Chuqiao Li Zhiwu Huang D. Paudel Yabin Wang Mohamad Shahbazi Xiaopeng Hong Luc Van Gool 116 50 0 11 May 2022
Distributed intelligence on the Edge-to-Cloud Continuum: A systematic literature review Daniel Rosendo Alexandru Costan P. Valduriez Gabriel Antoniu 64 86 0 29 Apr 2022
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor Yang Yang Z. Cui Junjie Xu Changhong Zhong Weishi Zheng Ruixuan Wang MedIm BDL OOD 57 36 0 28 Apr 2022
Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification Yixing Huang Christoph Bert Stefan Fischer Manuel Schmidt Arnd Dörfler Andreas Maier R. Fietkau F. Putz FedML CLL OOD MedIm 81 17 0 26 Apr 2022
Memory Bounds for Continual Learning Xi Chen Christos H. Papadimitriou Binghui Peng CLL LRM 74 24 0 22 Apr 2022
Entropy-based Stability-Plasticity for Lifelong Learning Vladimir Araujo J. Hurtado Alvaro Soto Marie-Francine Moens CLL 71 15 0 18 Apr 2022
Synthesizing Informative Training Samples with GAN Bo Zhao Hakan Bilen DD 128 78 0 15 Apr 2022
Generative Negative Replay for Continual Learning G. Graffieti Davide Maltoni Lorenzo Pellegrini Vincenzo Lomonaco 83 13 0 12 Apr 2022
Hybrid Predictive Coding: Inferring, Fast and Slow Alexander Tschantz Beren Millidge A. Seth Christopher L. Buckley 80 40 0 05 Apr 2022
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation Minsoo Kang Jaeyoo Park Bohyung Han CLL 107 191 0 02 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 116 67 0 31 Mar 2022
Uncertainty-aware Contrastive Distillation for Incremental Semantic Segmentation Guanglei Yang Enrico Fini Dan Xu Paolo Rota Mingli Ding Moin Nabi Xavier Alameda-Pineda Elisa Ricci CLL 85 68 0 26 Mar 2022
Class-Incremental Learning for Action Recognition in Videos Jaeyoo Park Minsoo Kang Bohyung Han CLL 84 52 0 25 Mar 2022
R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental Learning Qiankun Gao Chen Zhao Guohao Li Jian Zhang CLL 77 70 0 24 Mar 2022
The Challenges of Continuous Self-Supervised Learning Senthil Purushwalkam Pedro Morgado Abhinav Gupta CLL 87 44 0 23 Mar 2022
Asynchronous Collaborative Learning Across Data Silos Tiffany Tuor J. Lockhart Daniele Magazzeni FedML 72 3 0 23 Mar 2022
Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals Timo Flesch D. G. Nagy Andrew M. Saxe Christopher Summerfield 109 39 0 22 Mar 2022
Federated Class-Incremental Learning Jiahua Dong Lixu Wang Zhen Fang Gan Sun Shichao Xu Tianlin Li Qi Zhu CLL FedML 119 186 0 22 Mar 2022
Practical Recommendations for Replay-based Continual Learning Methods Gabriele Merlin Vincenzo Lomonaco Andrea Cossu Antonio Carta D. Bacciu CLL 124 28 0 19 Mar 2022
Privacy-preserving Online AutoML for Domain-Specific Face Detection Chenqian Yan Yuge Zhang Quanlu Zhang Yaming Yang Xinyang Jiang Yuqing Yang Baoyuan Wang CVBM 66 6 0 16 Mar 2022
Continual Learning for Multivariate Time Series Tasks with Variable Input Dimensions Vibhor Gupta Jyoti Narwariya Pankaj Malhotra Lovekesh Vig Gautam M. Shroff AI4TS 64 21 0 14 Mar 2022
Deep Class Incremental Learning from Decentralized Data Xiaohan Zhang Songlin Dong Jinjie Chen Qiaoling Tian Yihong Gong Xiaopeng Hong CLL 83 11 0 11 Mar 2022
Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning Dong Gong Qingsen Yan Yuhang Liu Anton Van Den Hengel Javen Qinfeng Shi CLL BDL 89 40 0 21 Feb 2022
Detecting and Learning the Unknown in Semantic Segmentation Robin Shing Moon Chan Svenja Uhlemeyer Matthias Rottmann Hanno Gottschalk UQCV 102 5 0 17 Feb 2022
Improving Pedestrian Prediction Models with Self-Supervised Continual Learning Luzia Knoedler C. Salmi Hai Zhu B. Brito Javier Alonso-Mora SSL CLL 44 14 0 15 Feb 2022
Memory Replay with Data Compression for Continual Learning Liyuan Wang Xingxing Zhang Kuo Yang L. Yu Chongxuan Li Lanqing Hong Shifeng Zhang Zhenguo Li Yi Zhong Jun Zhu 92 105 0 14 Feb 2022
False Memory Formation in Continual Learners Through Imperceptible Backdoor Trigger Muhammad Umer R. Polikar AAML 45 6 0 09 Feb 2022
TRGP: Trust Region Gradient Projection for Continual Learning Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 140 81 0 07 Feb 2022
Architecture Matters in Continual Learning Seyed Iman Mirzadeh Arslan Chaudhry Dong Yin Timothy Nguyen Razvan Pascanu Dilan Görür Mehrdad Farajtabar OOD KELM 172 63 0 01 Feb 2022
Modeling the Background for Incremental and Weakly-Supervised Semantic Segmentation Fabio Cermelli Massimiliano Mancini Samuel Rota Buló Elisa Ricci Barbara Caputo CLL 73 8 0 31 Jan 2022
Continual Learning with Recursive Gradient Optimization Hao Liu Huaping Liu VLM CLL 154 38 0 29 Jan 2022