3 papers
physics.plasm-ph2025
Plasma Confinement State Classification via FPP Relevant Microwave Diagnostics
Randall Clark, Vacslav Glukhov, Georgy Subbotin +4
We present a parsimonious and robust machine learning approach for identifying plasma confinement states in fusion power plants (FPPs) where reliable identification of the low-conf…
cs.AI2024
Permutative redundancy and uncertainty of the objective in deep learning
Vacslav Glukhov
Implications of uncertain objective functions and permutative symmetry of traditional deep learning architectures are discussed. It is shown that traditional architectures are poll…
cs.AI2024
Reward is not enough: can we liberate AI from the reinforcement learning paradigm?
Vacslav Glukhov
I present arguments against the hypothesis put forward by Silver, Singh, Precup, and Sutton ( https://www.sciencedirect.com/science/article/pii/S0004370221000862 ) : reward maximiz…