3 papers
cs.SD2026
Analytic Incremental Learning For Sound Source Localization With Imbalance Rectification
Zexia Fan, Yu Chen, Qiquan Zhang +2
Sound source localization (SSL) demonstrates remarkable results in controlled settings but struggles in real-world deployment due to dual imbalance challenges: intra-task imbalance…
cs.NE2025
Online Continual Learning via Spiking Neural Networks with Sleep Enhanced Latent Replay
Erliang Lin, Wenbin Luo, Wei Jia +2
Edge computing scenarios necessitate the development of hardware-efficient online continual learning algorithms to be adaptive to dynamic environment. However, existing algorithms…
cs.CV2025
DMPCN: Dynamic Modulated Predictive Coding Network with Hybrid Feedback Representations
A S M Sharifuzzaman Sagar, Yu Chen, Jun Hoong Chan
Traditional predictive coding networks, inspired by theories of brain function, consistently achieve promising results across various domains, extending their influence into the fi…