Consistency is the key to further mitigating catastrophic forgetting in
continual learning

Consistency is the key to further mitigating catastrophic forgetting in continual learning

11 July 2022

Prashant Shivaram Bhat

ArXiv (abs)PDF HTML

Papers citing "Consistency is the key to further mitigating catastrophic forgetting in continual learning"

12 / 12 papers shown

Title
FETCH: A Memory-Efficient Replay Approach for Continual Learning in Image Classification Markus Weißflog P. Protzel Peer Neubert 144 1 0 17 Jul 2024
Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning Prashant Shivaram Bhat Bharath Renjith Elahe Arani Bahram Zonooz CLL 192 2 0 22 May 2024
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning Prashant Shivaram Bhat Bharath Renjith Elahe Arani Bahram Zonooz CLL 218 4 0 28 Apr 2024
HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs Junying Chen Xidong Wang Anningzhe Gao Feng Jiang Shunian Chen ... Chuyi Kong Jianquan Li Xiang Wan Haizhou Li Benyou Wang LM&MA 198 102 0 16 Nov 2023
Dual Cognitive Architecture: Incorporating Biases and Multi-Memory Systems for Lifelong Learning Shruthi Gowda Bahram Zonooz Elahe Arani 182 5 0 17 Oct 2023
TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and PromotionNeural Information Processing Systems (NeurIPS), 2023 Preetha Vijayan Prashant Shivaram Bhat Elahe Arani Bahram Zonooz CLL 119 6 0 12 Oct 2023
Class Incremental Learning via Likelihood Ratio Based Task PredictionInternational Conference on Learning Representations (ICLR), 2023 Haowei Lin Yijia Shao W. Qian Ningxin Pan Yiduo Guo Bing-Quan Liu CLL 448 18 0 26 Sep 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual LearningNeural Information Processing Systems (NeurIPS), 2023 Dipam Goswami Yuyang Liu Bartlomiej Twardowski Joost van de Weijer CLL 312 86 0 25 Sep 2023
BiRT: Bio-inspired Replay in Vision Transformers for Continual LearningInternational Conference on Machine Learning (ICML), 2023 Kishaan Jeeveswaran Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 254 29 0 08 May 2023
New Insights on Relieving Task-Recency Bias for Online Class Incremental Learning Guoqiang Liang Zhaojie Chen Zhaoqiang Chen Shiyu Ji Yanning Zhang CLL 171 12 0 16 Feb 2023
Task-Aware Information Routing from Common Representation Space in Lifelong LearningInternational Conference on Learning Representations (ICLR), 2023 Prashant Shivaram Bhat Bahram Zonooz Elahe Arani CLL 100 31 0 14 Feb 2023
Sparse Coding in a Dual Memory System for Lifelong LearningAAAI Conference on Artificial Intelligence (AAAI), 2022 F. Sarfraz Elahe Arani Bahram Zonooz CLL 133 29 0 28 Dec 2022