Search Results for author: Derek Onken

Found 3 papers, 3 papers with code

A Neural Network Approach Applied to Multi-Agent Optimal Control

1 code implementation9 Nov 2020 Derek Onken, Levon Nurbekyan, Xingjian Li, Samy Wu Fung, Stanley Osher, Lars Ruthotto

Our approach is grid-free and scales efficiently to dimensions where grids become impractical or infeasible.

Optimization and Control

OT-Flow: Fast and Accurate Continuous Normalizing Flows via Optimal Transport

3 code implementations29 May 2020 Derek Onken, Samy Wu Fung, Xingjian Li, Lars Ruthotto

On five high-dimensional density estimation and generative modeling tasks, OT-Flow performs competitively to state-of-the-art CNFs while on average requiring one-fourth of the number of weights with an 8x speedup in training time and 24x speedup in inference.

Density Estimation

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