Author

Bijaya Dangol

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Preprint Aug 2026

Conservation capacity of local learning rules in physical networks

How many memories can a local learning rule protect, and what fixes the number? Physical learning rules train resistive networks through local measurements, and the standard rules conserve a mass-like function of the conductances, a law whose general form was posed as an open problem with the expectation that no useful...

Bijaya Dangol · 1 citation

#artificial intelligence Preprint Jul 2026

Untrainable elements determine what physical learning remembers

Physical learning rules such as equilibrium propagation (EP), coupled learning (CL), and adjoint coupled learning (AL) train resistive networks through local measurements. The learned function is decided by where on the solution manifold training lands. Two properties could decide it, and they have not been separated:...

Bijaya Dangol · 2 citations