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cs.LG2026
Integrable Elasticity via Neural Demand Potentials
Carlos Heredia, Daniel Roncel
We propose the Integrable Context-Dependent Demand Network (ICDN), a demand-first neural model for multiproduct retail demand. ICDN learns log-demand as a smooth, context-condition…
cs.LG2026
From Adam to Adam-Like Lagrangians: Second-Order Nonlocal Dynamics
Carlos Heredia
In this paper, we derive an accelerated continuous-time formulation of Adam by modeling it as a second-order integro-differential dynamical system. We relate this inertial nonlocal…