2 papers
q-bio.NC2024
An optimization-based equilibrium measure describes non-equilibrium steady state dynamics: application to edge of chaos
Junbin Qiu, Haiping Huang
Understanding neural dynamics is a central topic in machine learning, non-linear physics and neuroscience. However, the dynamics is non-linear, stochastic and particularly non-grad…
cs.CL2023
Meta predictive learning model of languages in neural circuits
Chan Li, Junbin Qiu, Haiping Huang
Large language models based on self-attention mechanisms have achieved astonishing performances not only in natural language itself, but also in a variety of tasks of different nat…