Mian Wang
@windssw.bsky.social
I experimentally demonstrated that neural networks are classical stateful dynamical systems. In my framework, training, learning, inference, and feedback are different parts of the same state evolution.
Paper: arxiv.org/abs/2608.20965
Experiments/code: github.com/wind342/gfg-...
Discussion welcome
Paper: arxiv.org/abs/2608.20965
Experiments/code: github.com/wind342/gfg-...
Discussion welcome
Training, learning and inference: unified dynamics of neural systems
We define an atomic generation fact f=(u,tau,omega,z;rho), recording the origin, realized transformation, concrete occurrence, generated result and relation role. Compiled into a Generation-Fact Graph...
arxiv.org
September 1, 2026 at 11:41 PM
I experimentally demonstrated that neural networks are classical stateful dynamical systems. In my framework, training, learning, inference, and feedback are different parts of the same state evolution.
Paper: arxiv.org/abs/2608.20965
Experiments/code: github.com/wind342/gfg-...
Discussion welcome
Paper: arxiv.org/abs/2608.20965
Experiments/code: github.com/wind342/gfg-...
Discussion welcome