3 papers
physics.bio-ph2026
Neural Learning as a Game Induced by Spike-Timing-Dependent Plasticity
Xinhao Fan, Shreesh P. Mysore
A general framework for inferring the computational role of spike-timing-dependent plasticity (STDP) does not currently exist. Here, we develop a game-theoretic description for a c…
q-bio.NC2024
Quantifying information stored in synaptic connections rather than in firing activities of neural networks
Xinhao Fan, Shreesh P Mysore
A cornerstone of our understanding of both biological and artificial neural networks is that they store information in the strengths of synaptic connections among the neurons. Howe…
q-bio.NC2024
Contribute to balance, wire in accordance: Emergence of backpropagation from a simple, bio-plausible neuroplasticity rule
Xinhao Fan, Shreesh P Mysore
Backpropagation (BP) has been pivotal in advancing machine learning and remains essential in computational applications and comparative studies of biological and artificial neural…