On Tiny Episodic Memories in Continual Learning

27 February 2019

Arslan Chaudhry

Marcus Rohrbach

Mohamed Elhoseiny

Thalaiyasingam Ajanthan

Papers citing "On Tiny Episodic Memories in Continual Learning"

50 / 255 papers shown

Title
NOTE: Robust Continual Test-time Adaptation Against Temporal Correlation Taesik Gong Jongheon Jeong Taewon Kim Yewon Kim Jinwoo Shin Sung-Ju Lee OOD TTA 24 120 0 10 Aug 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 27 208 0 26 Jul 2022
Balancing Stability and Plasticity through Advanced Null Space in Continual Learning Yajing Kong Liu Liu Zhen Wang Dacheng Tao CLL 31 34 0 25 Jul 2022
Class-incremental Novel Class Discovery Subhankar Roy Mingxuan Liu Zhun Zhong N. Sebe Elisa Ricci CLL 28 43 0 18 Jul 2022
Improving Task-free Continual Learning by Distributionally Robust Memory Evolution Zhenyi Wang Li Shen Le Fang Qiuling Suo Tiehang Duan Mingchen Gao OOD 22 39 0 15 Jul 2022
D-CBRS: Accounting For Intra-Class Diversity in Continual Learning Yasin Findik Farhad Pourkamali-Anaraki 11 1 0 13 Jul 2022
Online Continual Learning of End-to-End Speech Recognition Models Muqiao Yang Ian Lane Shinji Watanabe CLL 14 24 0 11 Jul 2022
Memory Population in Continual Learning via Outlier Elimination J. Hurtado Alain Raymond-Sáez Vladimir Araujo Vincenzo Lomonaco Alvaro Soto D. Bacciu 25 9 0 04 Jul 2022
Continual Learning with Transformers for Image Classification B. Ermiş Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 41 21 0 28 Jun 2022
Class Impression for Data-free Incremental Learning Sana Ayromlou Purang Abolmaesumi Teresa S. M. Tsang Xiaoxiao Li 18 4 0 26 Jun 2022
NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks Mustafa Burak Gurbuz C. Dovrolis CLL 14 44 0 18 Jun 2022
Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges Massimo Caccia Jonas W. Mueller Taesup Kim Laurent Charlin Rasool Fakoor CLL 22 8 0 28 May 2022
Continual evaluation for lifelong learning: Identifying the stability gap Matthias De Lange Gido M. van de Ven Tinne Tuytelaars CLL 86 41 0 26 May 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 21 122 0 26 May 2022
Enhancing Continual Learning with Global Prototypes: Counteracting Negative Representation Drift Xueying Bai Jinghuan Shang Yifan Sun Niranjan Balasubramanian CLL 30 1 0 24 May 2022
Cross-lingual Lifelong Learning Meryem M'hamdi Xiang Ren Jonathan May CLL 35 8 0 23 May 2022
Incremental Learning with Differentiable Architecture and Forgetting Search James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 34 4 0 19 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 15 48 0 11 May 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 K. Maier R. Fietkau F. Putz FedML CLL OOD MedIm 23 17 0 26 Apr 2022
An Efficient Domain-Incremental Learning Approach to Drive in All Weather Conditions M. Jehanzeb Mirza Marc Masana Horst Possegger Horst Bischof CLL 14 74 0 19 Apr 2022
Entropy-based Stability-Plasticity for Lifelong Learning Vladimir Araujo J. Hurtado Alvaro Soto Marie-Francine Moens CLL 19 15 0 18 Apr 2022
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection Karim Guirguis Ahmed Hendawy George Eskandar Mohamed Abdelsamad Matthias Kayser Jürgen Beyerer 19 15 0 11 Apr 2022
Learning to Modulate Random Weights: Neuromodulation-inspired Neural Networks For Efficient Continual Learning Jinyung Hong Theodore P. Pavlic CLL 28 3 0 08 Apr 2022
Re-examining Distillation For Continual Object Detection Eli Verwimp Kuo Yang Sarah Parisot Hong Lanqing Steven G. McDonagh Eduardo Pérez-Pellitero Matthias De Lange Tinne Tuytelaars VLM 17 6 0 04 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 18 58 0 31 Mar 2022
Probing Representation Forgetting in Supervised and Unsupervised Continual Learning Mohammad-Javad Davari Nader Asadi Sudhir Mudur Rahaf Aljundi Eugene Belilovsky CLL KELM 14 76 0 24 Mar 2022
Addressing Client Drift in Federated Continual Learning with Adaptive Optimization Yeshwanth Venkatesha Youngeun Kim Hyoungseob Park Yuhang Li Priyadarshini Panda FedML 11 7 0 24 Mar 2022
Tackling Online One-Class Incremental Learning by Removing Negative Contrasts Nader Asadi Sudhir Mudur Eugene Belilovsky CLL 11 4 0 24 Mar 2022
Meta-attention for ViT-backed Continual Learning Mengqi Xue Haofei Zhang Jie Song Mingli Song CLL 22 41 0 22 Mar 2022
Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification Tian Xia Pedro Sanchez C. Qin Sotirios A. Tsaftaris OOD MedIm 24 12 0 15 Mar 2022
Memory Efficient Continual Learning with Transformers B. Ermiş Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 21 42 0 09 Mar 2022
Increasing Depth of Neural Networks for Life-long Learning Jkedrzej Kozal Michal Wo'zniak CLL 15 8 0 22 Feb 2022
Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning Dong Gong Qingsen Yan Yuhang Liu A. Hengel Javen Qinfeng Shi CLL BDL 22 37 0 21 Feb 2022
Diagnosing Batch Normalization in Class Incremental Learning Minghao Zhou Quanziang Wang Jun Shu Qian Zhao Deyu Meng CLL 35 6 0 16 Feb 2022
TRGP: Trust Region Gradient Projection for Continual Learning Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 78 73 0 07 Feb 2022
Bilevel Online Deep Learning in Non-stationary Environment Ya-nan Han Jian-wei Liu Bing-biao Xiao Xin-Tan Wang Xiong-lin Luo 14 3 0 25 Jan 2022
Unified Question Generation with Continual Lifelong Learning Wei Yuan Hongzhi Yin Tieke He Tong Chen Qiufeng Wang Li-zhen Cui 33 10 0 24 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 137 91 0 17 Jan 2022
Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data Hamed Hemati Marco Schreyer Damian Borth 18 9 0 25 Dec 2021
Contrastive Continual Learning with Feature Propagation Xuejun Han Yuhong Guo CLL 21 4 0 03 Dec 2021
Non-IID data and Continual Learning processes in Federated Learning: A long road ahead Marcos F. Criado F. Casado R. Iglesias Carlos V. Regueiro S. Barro FedML 26 76 0 26 Nov 2021
Continual Learning via Local Module Composition O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 34 66 0 15 Nov 2021
Class Incremental Online Streaming Learning S. Banerjee Vinay K. Verma T. Parag M. Singh Vinay P. Namboodiri CLL 29 4 0 20 Oct 2021
Dendritic Self-Organizing Maps for Continual Learning Kosmas Pinitas Spyridon Chavlis Panayiota Poirazi CLL 11 8 0 18 Oct 2021
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 66 111 0 13 Oct 2021
Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning Danruo Deng Guangyong Chen Jianye Hao Qiong Wang Pheng-Ann Heng CLL AAML 14 76 0 09 Oct 2021
Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awareness Zhenyi Wang Tiehang Duan Le Fang Qiuling Suo Mingchen Gao 191 18 0 29 Sep 2021
Formalizing the Generalization-Forgetting Trade-off in Continual Learning Krishnan Raghavan Prasanna Balaprakash CLL 59 30 0 28 Sep 2021
Saliency Guided Experience Packing for Replay in Continual Learning Gobinda Saha Kaushik Roy VLM KELM CLL 92 21 0 10 Sep 2021
Principal Gradient Direction and Confidence Reservoir Sampling for Continual Learning Zhiyi Chen Tong Lin CLL 14 1 0 21 Aug 2021