Information-theoretic Online Memory Selection for Continual Learning

10 April 2022

Daniele Calandriello

Papers citing "Information-theoretic Online Memory Selection for Continual Learning"

29 / 29 papers shown

Title
Improvements of Dark Experience Replay and Reservoir Sampling towards Better Balance between Consolidation and Plasticity Taisuke Kobayashi CLL 41 0 0 29 Apr 2025
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning Hongye Xu Jan Wasilewski Bartosz Krawczyk CLL 84 0 0 19 Dec 2024
How to Leverage Predictive Uncertainty Estimates for Reducing Catastrophic Forgetting in Online Continual Learning Giuseppe Serra Ben Werner Florian Buettner 38 1 0 10 Jul 2024
Forget but Recall: Incremental Latent Rectification in Continual Learning Nghia D. Nguyen Hieu Trung Nguyen Ang Li H. Pham Viet Anh Nguyen Khoa D. Doan CLL 45 0 0 25 Jun 2024
Bridging Neuroscience and AI: Environmental Enrichment as a Model for Forward Knowledge Transfer Rajat Saxena Bruce L. McNaughton CLL 53 2 0 12 May 2024
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 50 22 0 16 Dec 2023
Towards Anytime Fine-tuning: Continually Pre-trained Language Models with Hypernetwork Prompt Gangwei Jiang Caigao Jiang Siqiao Xue James Y. Zhang Junqing Zhou Defu Lian Ying Wei VLM 32 7 0 19 Oct 2023
Primal Dual Continual Learning: Balancing Stability and Plasticity through Adaptive Memory Allocation Juan Elenter Navid Naderializadeh Tara Javidi Alejandro Ribeiro CLL 15 1 0 29 Sep 2023
Analysis of the Memorization and Generalization Capabilities of AI Agents: Are Continual Learners Robust? Minsu Kim Walid Saad 19 2 0 18 Sep 2023
Improving Replay Sample Selection and Storage for Less Forgetting in Continual Learning Daniel Brignac N. Lobo Abhijit Mahalanobis KELM 18 11 0 03 Aug 2023
Continual Learning in Predictive Autoscaling Hongyan Hao Zhixuan Chu Shiyi Zhu Gangwei Jiang Yan Wang Caigao Jiang James Y. Zhang Wei Jiang Siqiao Xue Junqing Zhou 44 4 0 29 Jul 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 31 47 0 16 Jul 2023
Kalman Filter for Online Classification of Non-Stationary Data Michalis K. Titsias Alexandre Galashov Amal Rannen-Triki Razvan Pascanu Yee Whye Teh J. Bornschein CLL BDL 67 9 0 14 Jun 2023
Approximate Bayesian Class-Conditional Models under Continuous Representation Shift Thomas L. Lee Amos Storkey BDL 22 3 0 30 May 2023
Summarizing Stream Data for Memory-Constrained Online Continual Learning Jianyang Gu Kai Wang Wei Jiang Yang You DD 24 9 0 26 May 2023
Online Continual Learning Without the Storage Constraint Ameya Prabhu Zhipeng Cai P. Dokania Philip H. S. Torr V. Koltun Ozan Sener CLL 118 31 0 16 May 2023
The Ideal Continual Learner: An Agent That Never Forgets Liangzu Peng Paris V. Giampouras René Vidal CLL 108 26 0 29 Apr 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip H. S. Torr Ser-Nam Lim Bernard Ghanem Adel Bibi CLL 30 62 0 20 Mar 2023
Streaming Active Learning with Deep Neural Networks Akanksha Saran Safoora Yousefi A. Krishnamurthy John Langford Jordan T. Ash 32 15 0 05 Mar 2023
Knowledge Restore and Transfer for Multi-label Class-Incremental Learning Songlin Dong Haoyu Luo Yuhang He Xing Wei Yihong Gong KELM CLL 19 7 0 26 Feb 2023
Real-Time Evaluation in Online Continual Learning: A New Hope Yasir Ghunaim Adel Bibi Kumail Alhamoud Motasem Alfarra Hasan Hammoud Ameya Prabhu Philip H. S. Torr Bernard Ghanem CLL 21 39 0 02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 36 601 0 31 Jan 2023
Task-Free Continual Learning via Online Discrepancy Distance Learning Fei Ye A. Bors CLL 19 28 0 12 Oct 2022
How Relevant is Selective Memory Population in Lifelong Language Learning? Vladimir Araujo Helena Balabin J. Hurtado Alvaro Soto Marie-Francine Moens CLL KELM 32 7 0 03 Oct 2022
Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning Yanyan Liang Wu-Jun Li CLL 16 8 0 23 Sep 2022
Learn the Time to Learn: Replay Scheduling in Continual Learning Marcus Klasson Hedvig Kjellström Chen Zhang CLL 21 9 0 18 Sep 2022
Unifying Approaches in Active Learning and Active Sampling via Fisher Information and Information-Theoretic Quantities Andreas Kirsch Y. Gal FedML 22 21 0 01 Aug 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
Lifelong Robotic Reinforcement Learning by Retaining Experiences Annie Xie Chelsea Finn OffRL CLL 104 43 0 19 Sep 2021