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We investigate whether a Chern-Simons (CS) context reservoir is a viable computational substrate and whether evolving its gauge connection provides a benefit beyond simpler mechanisms. The reservoir state is a density fluctuation on a two-dimensional context manifold, whose drift is generated by a density-sourced conne...
Reactive flocking models usually map current local observations directly to motion, leaving limited room for internal perceptual state to shape recovery after disruption. Building on a non-Markovian collective-motion model based on self-regulated perceptual dynamics, we ask whether the Bloch-type slow-fast architecture...
A classical Lindblad-inspired multi-timescale reservoir is introduced that bridges open-system dynamical principles with structured state-space modeling and offers an interpretable recurrent architecture in which mixing, memory, and stability are explicit and independently tunable design variables.
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