Conference Paper

AgentGit: A Version Control Framework for Reliable and Scalable LLM-Powered Multi-Agent Systems featured image

AgentGit: A Version Control Framework for Reliable and Scalable LLM-Powered Multi-Agent Systems

With the rapid progress of large language models (LLMs), LLM-powered multi-agent systems (MAS) are drawing increasing interest across academia and industry. However, many current …

yang-li

A Scalable Approach to Enhancing Stochastic Kriging with Gradients

It is known that incorporating gradient information can significantly enhance the prediction accuracy of stochastic kriging. However, such an enhancement cannot be scaled trivially …

Haojun Huo

Data-Driven Ranking and Selection: High-dimensional Covariates and General Dependence

This paper considers the problem of ranking and selection with covariates (R&S-C), which is first introduced by Shen et al. (2017) and aims to identify a decision rule that …

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Xiaocheng Li

Ranking and Selection with Covariates

We consider a new ranking and selection problem in which the performance of each alternative depends on some observable random covariates. The best alternative is thus not constant …

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Haihui Shen

Sequential Sampling for Bayesian Robust Ranking and Selection

We consider a Bayesian ranking and selection problem in the presence of input distribution uncertainty. The distribution uncertainty is treated from a robust perspective. A naive …

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Xiaowei Zhang

Simulation Metamodeling in the Presence of Model Inadequacy

A simulation model is often used as a proxy for the real system of interest in a decision-making process. However, no simulation model is totally representative of the reality. The …

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Xiaowei Zhang

Scaling and Modeling of Call Center Arrivals

The Poisson process has been an integral part of many models for the arrival process to a telephone call centers. However, several publications in recent years suggest the presence …

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Xiaowei Zhang

A Bayesian Approach for Modeling and Analysis of Call Center Arrivals

The Poisson process has been widely used in the literature to model call center arrivals. In recent years, however, there have been empirical studies suggesting the call arrival …

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Xiaowei Zhang

Robust Selection of the Best

Classical ranking-and-selection (R&S) procedures cannot be applied directly to select the best decision in the presence of distributional ambiguity. In this paper we propose a …

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Weiwei Fan

Rare Event Simulation for a Generalized Hawkes Process

In this paper we study rare event simulation for the tail probability of an affine point process that generalizes the Hawkes process. By constructing a suitable exponential …

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Xiaowei Zhang