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cs.LG2026
Physics-Informed Neural Plasticity: PDE Solvers That Reshape Themselves
Chun-Wun Cheng, Bingcheng Hu, Angelica I. Aviles-Rivero
Physics-informed neural PDE solvers adapt their parameters to satisfy governing equations, yet their representational structure typically remains fixed throughout training. This ri…
cs.LG2024
Elastic Multi-Gradient Descent for Parallel Continual Learning
Fan Lyu, Wei Feng, Yuepan Li +4
The goal of Continual Learning (CL) is to continuously learn from new data streams and accomplish the corresponding tasks. Previously studied CL assumes that data are given in sequ…