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cs.LG2026
Worker Utility as Hysteresis: A Preisach Model of Transaction Acceptance in Gig Labour Markets
Piotr Frydrych
Worker utility is not observed -- only its consequence is. Each gig transaction produces a single bit: accepted or rejected. We argue this structure points directly to the Preisach…
cs.LG2026
Preisach Attention: A Hysteretic Model of Sequential Memory
Piotr Frydrych
We introduce the Preisach Attention Layer (PAL), a novel sequence modelling architecture grounded in the classical Preisach hysteresis operator from mathematical physics. PAL repla…