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Sultan Rizky Hikmawan Madjid

2 accepted papers

2023

On the Soft-Subnetwork for Few-Shot Class Incremental Learning

ICLR 2023poster

Inspired by Regularized Lottery Ticket Hypothesis, which states that competitive smooth (non-binary) subnetworks exist within a dense network, we propose a few-shot class-incremental learning method referred to as Soft-SubNetworks (SoftNet). Our objective is to learn a sequence of sessions increment…

2022

Forget-free Continual Learning with Winning Subnetworks

ICML 2022spotlight

Inspired by Lottery Ticket Hypothesis that competitive subnetworks exist within a dense network, we propose a continual learning method referred to as Winning SubNetworks (WSN), which sequentially learns and selects an optimal subnetwork for each task. Specifically, WSN jointly learns the model weig…