(McClelland et al. 1995) in neuroscience, humans do effective continual learning through two complementary systems: a fast learning system centered on the hippocampus for rapid learning of the specifics, individual experiences; and a slow learning system located in the neocortex for the gradual ...
{mcclelland1995there} in neuroscience, humans do effective \emph{continual learning} through two complementary systems: a fast learning system centered on the hippocampus for rapid learning of the specifics and individual experiences, and a slow learning system located in the neocortex for the ...
Biqing-Qi/Interactive-continual-Learning-Fast-and-Slow-ThinkingPublic NotificationsYou must be signed in to change notification settings Fork13 Star119 Files main backbone datasets losses models scripts utils README.md __init__.py requirements.txt ...
Interest- ingly, though we get our inspiration differently, L2P could be interpreted through CLS theory exactly: The prompt pool deals with fast learning, and the backbone model serves as long-term memory. Prompting for transfer learning. The high-level idea of prompting is to apply a function...
人类大脑的持续学习能力 (Human Brain's Continual Learning Ability): 论文中提到了人类大脑通过模块化记忆的相互作用实现持续学习的能力,这在 COFS-DPO 方法中得到了启发和应用。 这些研究为论文提出的在线直接偏好优化方法提供了理论基础和技术支持。 Q: 论文如何解决这个问题?
Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System 2022 ICLR Information-theoretic Online Memory Selection for Continual Learning 2022 ICLR Memory Replay with Data Compression for Continual Learning 2022 ICLR Improving Task-free Continual Learning by Dist...
The Effect of Task Ordering in Continual Learning We investigate the effect of task ordering on continual learning performance. We conduct an extensive series of empirical experiments on synthetic and natu... SJ Bell,ND Lawrence 被引量: 0发表: 2022年 Continual Learning, Fast and Slow According ...
CBA: Improving Online Continual Learning via Continual Bias Adaptor Quanziang Wang1 Renzhen Wang1* Yichen Wu2 Xixi Jia3 Deyu Meng1,4* 1 Xi'an Jiaotong University 2 City University of Hong Kong 3 Xidian University 4 Macau University of Science and Technology quan...
Artificial neural networks, deep-learning methods and the backpropagation algorithm1 form the foundation of modern machine learning and artificial intelligence. These methods are almost always used in two phases, one in which the weights of the network a
[CLS-ER] Learning Fast, Learning Slow: A General Continual Learning Method based on Complementary Learning System(ICLR 2022)[paper][code] [MRDC] Memory Replay with Data Compression for Continual Learning(ICLR 2022)[paper][code] [OCS] Online Coreset Selection for Rehearsal-based Continual Learning...