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 Optimization

S-SOS: Stochastic Sum-Of-Squares for Parametric Polynomial Optimization

Neural Information Processing Systems

But it is often the case that we want to find global optima.

On Sampling Strategies for Spectral Model Sharding

Neural Information Processing Systems

The general recipe for each communication round is composed of three steps.

71008846945765893f43abe829090bf8-Paper-Conference.pdf

HW-Aware-GPT-Bench

Neural Information Processing Systems

NA answer to this question will not be perceived well by the reviewers.

HW-Aware-GPT-Bench

Neural Information Processing Systems

This energy usage is comparable to that of around 180,000 U.S. households, each

6ad7e3de1776ba5ed1a6aadc9c1724a5-Paper-Conference.pdf

6ac807c9b296964409b277369e55621a-Paper-Conference.pdf

Model-Based Diffusion for Trajectory Optimization

Neural Information Processing Systems

Additionally, MBD's ability to integrate with data enhances its versatility and

Initializing Services in Interactive ML Systems for Diverse Users

Neural Information Processing Systems

This paper investigates ML systems serving a group of users, with multiple models/services, each aimed at specializing to a sub-group of users.

Functionally Constrained Algorithm Solves Convex Simple Bilevel Problems

Neural Information Processing Systems

Then we follow recent works to pursue the weak approximate solutions.