Feedback-regulated dual-role memory consolidation for continual learning: a stability–plasticity framework inspired by hippocampo-cortical systems consolidation
Aug 2026· Cognitive Neurodynamics· Vol 20· 0 citations· 51 references
Medicine
TL;DR
The results support DRMCL as a stability-oriented computational framework; they do not establish a circuit-level model of hippocampo-cortical consolidation or a new EEG decoding benchmark.
Together, these results link representational drift to the stability--plasticity trade-off: its magnitude is shaped by the mechanism that protects old knowledge, and suppressing it can restrict future learning.
Preliminary findings suggest that learning is accompanied by frequency-specific changes in brain communication and provide new insights into the neural basis of adaptive decision-making in birds.
Li-Fang Yang, Ying Ma, Zhi-Hui Li et al.· Animals· 0 citations
Experimental results show that Co $^{2}$ In achieves state-of-the-art performance with efficient memory consumption and empower Co $^{2}$ In to accumulate knowledge with high plasticity and stability.
Wen-Ju Sun, Qing-Yong Li, Bo-Yang Li et al.· IEEE Transactions on Pattern...· 0 citations
Test-Time Memory Calibration (TTMC), a novel gradient-free analytic framework that introduces a transductive calibration mechanism that seamlessly fuses the second-order statistics of the unlabelled test stream into the accumulated long-term memory via a closed-form solution, allowing for real-time alignment with the t...
Yuyang Han, Zi-Yu Li, Diwei Su et al.· Proceedings of the 32nd ACM...· 0 citations
The results suggest that the empirical success of memory replay goes beyond the mitigation of forgetting, actively reintroducing the benefits of data co-observation into the learning process.
Timm Hess, Abhishek Jha, Gido M. van de Ven et al.· 0 citations
The results show that Hebbian association and learned memory routing can jointly organize online visual experience across rapid, persistent, and consolidated memory timescales within Vision Transformers.
Mohammed Yusuf Mujawar, Noorbakhsh Amiri Golilarz· 1 citation
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