3 papers
cond-mat.dis-nn2026
Conservation capacity of local learning rules in physical networks
Bijaya Dangol
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…
cond-mat.soft2026
Untrainable elements determine what physical learning remembers
Bijaya Dangol
Physical learning rules such as equilibrium propagation (EP), coupled learning (CL), and adjoint coupled learning (AL) train resistive networks through local measurements. The lear…
cs.CR2026
From Privacy to Workflow Integrity: Communication-Graph Metadata in Autonomous Agent Interoperability
Bijaya Dangol
Agent-interoperability protocols such as A2A and MCP standardize what agents say to one another but assume address-based transport. Whether over HTTP(S) or a content-protecting bin…