Patent ID: 11915131
Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 15:
16. The computer system of claim 15, further comprising:
program instruction to build two approaches from learned past optimization solutions, wherein the two approaches comprise: non-convex optimization and gradient-descent solvers, wherein in the non-convex optimization, different initialization lead to different local minima with different values; and
program instruction to learn to differentiate different initial values and select initial values that lead to a minimum, wherein the gradient-descent solvers converge to a certain stationary point faster provided an initialization is closer to the stationary point; and
wherein a second approach comprises:
program instructions to learn a map from instance, initialization to objective value;
program instructions to generate a random initialization; and
program instructions to utilize the map to generate a new initialization.