2 papers
cs.LG2026
Gradient-Free Warm-Start Library Recovery: an Amortized-Regret Separation
Jianwei Lou
Continual learning that is gradient-free, local, online, and append-only is attractive for edge and streaming deployment, but its value is usually argued informally. We give a prov…
cs.NE2026
Persistent Memory Through Triple-Loop Consolidation Under Stochastic Unit Turnover
Jianwei Lou
Dissipative cognitive architectures maintain computation through continuous energy expenditure, where units that exhaust their energy are stochastically replaced with fresh random…