Search Results for author: Tianpeng Zhang

Found 3 papers, 2 papers with code

Non-asymptotic System Identification for Linear Systems with Nonlinear Policies

no code implementations17 Jun 2023 YingYing Li, Tianpeng Zhang, Subhro Das, Jeff Shamma, Na Li

This paper considers a single-trajectory system identification problem for linear systems under general nonlinear and/or time-varying policies with i. i. d.

Model Predictive Control

Gaussian Max-Value Entropy Search for Multi-Agent Bayesian Optimization

1 code implementation10 Mar 2023 Haitong Ma, Tianpeng Zhang, Yixuan Wu, Flavio P. Calmon, Na Li

We focus on Entropy Search (ES), a sample-efficient BO algorithm that selects queries to maximize the mutual information about the maximum of the black-box function.

Bayesian Optimization Computational Efficiency

Multi-armed Bandit Learning on a Graph

1 code implementation20 Sep 2022 Tianpeng Zhang, Kasper Johansson, Na Li

The graph defines the agent's freedom in selecting the next available nodes at each step.

Decision Making Decision Making Under Uncertainty

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