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Jingxiao Liao

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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

Self-Improving is Often Sudden: Enlightenment-style Finetuning for Large-Scale Models

The pursuit of autonomously self-improving models has attracted growing interest in the era of large-scale foundation models. Drawing inspiration from the concept of"enlightenment"or"aha moment"in human brain, we hypothesize that large models exhibit an analogous enlightenment phenomenon-a latent capacity for sudden ca...

Jingxiao Liao, Tianwei Zhang, Yu-Hao Jiang et al. · 0 citations