Author

Venkatesh H. Chembrolu

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Preprint Sep 2026

Beyond density snapshots: Dynamical memory in Chern-Simons reservoirs

How a reservoir encodes input history jointly in density and geometric degrees of freedom remains insufficiently understood. We address this mechanistic gap with a continuous density on an internal manifold coupled to an independently evolving Chern-Simons (CS) connection through a conserved current. On the same intern...

Jyotiranjan Beuria, Venkatesh H. Chembrolu · 0 citations

#artificial intelligence Preprint Sep 2026

Feasibility and Memory Mechanisms of Chern-Simons Context Reservoir Computation

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...

Jyotiranjan Beuria, Venkatesh H. Chembrolu · 0 citations