2 papers
cs.ET2026
Feasibility and Memory Mechanisms of Chern-Simons Context Reservoir Computation
Jyotiranjan Beuria, Venkatesh H. Chembrolu
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 mechani…
nlin.AO2025
Topological Flux on a Context Manifold Generates Nonreciprocal Collective Dynamics
Jyotiranjan Beuria, Venkatesh H. Chembrolu
Non-reciprocal interactions, where the influence of agent on differs from that of on , are fundamental in active and living matter. Yet, most models implement such a…