A comprehensive survey of continual learning: Theory, method and application

L Wang, X Zhang, H Su, J Zhu - IEEE Transactions on Pattern …, 2024 - ieeexplore.ieee.org
To cope with real-world dynamics, an intelligent system needs to incrementally acquire,
update, accumulate, and exploit knowledge throughout its lifetime. This ability, known as …

Biological underpinnings for lifelong learning machines

D Kudithipudi, M Aguilar-Simon, J Babb… - Nature Machine …, 2022 - nature.com
Biological organisms learn from interactions with their environment throughout their lifetime.
For artificial systems to successfully act and adapt in the real world, it is desirable to similarly …

Three types of incremental learning

GM Van de Ven, T Tuytelaars, AS Tolias - Nature Machine Intelligence, 2022 - nature.com
Incrementally learning new information from a non-stationary stream of data, referred to as
'continual learning', is a key feature of natural intelligence, but a challenging problem for …

[PDF][PDF] Deep class-incremental learning: A survey

DW Zhou, QW Wang, ZH Qi, HJ Ye… - ar**_and_Positioning_in_Real-Time_ICCV_2021_paper.pdf" data-clk="hl=vi&sa=T&oi=gga&ct=gga&cd=7&d=13502213069777937598&ei=jim_Z9L3KoC96rQP8aHjuQY" data-clk-atid="viTAyT9_YbsJ" target="_blank">[PDF] thecvf.com

imap: Implicit map** and positioning in real-time

E Sucar, S Liu, J Ortiz… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
We show for the first time that a multilayer perceptron (MLP) can serve as the only scene
representation in a real-time SLAM system for a handheld RGB-D camera. Our network is …

Ditto: Fair and robust federated learning through personalization

T Li, S Hu, A Beirami, V Smith - International conference on …, 2021 - proceedings.mlr.press
Fairness and robustness are two important concerns for federated learning systems. In this
work, we identify that robustness to data and model poisoning attacks and fairness …

Incorporating neuro-inspired adaptability for continual learning in artificial intelligence

L Wang, X Zhang, Q Li, M Zhang, H Su, J Zhu… - Nature Machine …, 2023 - nature.com
Continual learning aims to empower artificial intelligence with strong adaptability to the real
world. For this purpose, a desirable solution should properly balance memory stability with …