Search Results for author: Yunsheng Tian

Found 4 papers, 4 papers with code

Prediction-Guided Multi-Objective Reinforcement Learning for Continuous Robot Control

1 code implementation ICML 2020 Jie Xu, Yunsheng Tian, Pingchuan Ma, Daniela Rus, Shinjiro Sueda, Wojciech Matusik

Many real-world control problems involve conflicting objectives where we desire a dense and high-quality set of control policies that are optimal for different objective preferences (called Pareto-optimal).

AutoOED: Automated Optimal Experiment Design Platform

1 code implementation13 Apr 2021 Yunsheng Tian, Mina Konaković Luković, Timothy Erps, Michael Foshey, Wojciech Matusik

We present AutoOED, an Optimal Experiment Design platform powered with automated machine learning to accelerate the discovery of optimal solutions.

Diversity-Guided Multi-Objective Bayesian Optimization With Batch Evaluations

1 code implementation NeurIPS 2020 Mina Konakovic Lukovic, Yunsheng Tian, Wojciech Matusik

To further reduce the evaluation time in the optimization process, testing of several samples in parallel can be deployed.

Bayesian Optimisation

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