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Zhongfan Jia

2 accepted papers

2023

Hebbian and Gradient-based Plasticity Enables Robust Memory and Rapid Learning in RNNs

ICLR 2023poster

Rapidly learning from ongoing experiences and remembering past events with a flexible memory system are two core capacities of biological intelligence. While the underlying neural mechanisms are not fully understood, various evidence supports that synaptic plasticity plays a critical role in memory…

2021

AFEC: Active Forgetting of Negative Transfer in Continual Learning

NeurIPS 2021poster

Continual learning aims to learn a sequence of tasks from dynamic data distributions. Without accessing to the old training samples, knowledge transfer from the old tasks to each new task is difficult to determine, which might be either positive or negative. If the old knowledge interferes with the…