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Jian-Wei Ma

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#artificial intelligence Preprint Sep 2026

TNLearn: An Open Source Python Package for Task-based Neurons

The brain does not rely on a single type of neuron to perform all kinds of tasks; instead, it designs different neurons for different tasks. The concept of task-based neurons represents a paradigm shift compared to task-based architectures. It argues that solving a specific problem requires customized neurons, as task-...

Meng Wang, Tie-Yun Li, Jun-Tong Fan et al. · 0 citations

Preprint Jul 2026

Robust Losses from Univariate Base Functions for Noisy-Label Learning

Learning with noisy labels is a fundamental problem in training reliable deep neural networks. Robust loss functions provide a direct and effective way to mitigate the adverse effects of label noise. However, most existing robust losses are designed directly at the level of the final multiclass objective, which makes i...

Peng Hu, Jianwei Ma · 0 citations