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Monte Carlo Fictitious Play for Finding Pure Nash Equilibria in Identical Interest Games

https://doi.org/10.1287/ijoo.2021.0024

Kiatsupaibul, Seksan; Pedrielli, Giulia; Ryan, Christopher Thomas; Smith, Robert L; Zabinsky, Zelda B (May 2024, INFORMS Journal on Optimization)

This paper addresses the broader topic of using game theoretical learning mechanisms to efficiently and effectively identify relevant (e.g., optimal and non-mixed) solutions to large scale optimization problems. The longer-term goal is for the proposed MCFP-variants to become established methods for finding pure Nash equilibria and global optima of large-scale problems.
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CGPT: A Conditional Gaussian Process Tree for Grey-Box Bayesian Optimization

https://doi.org/10.1109/WSC60868.2023.10408654

Jiang, Mengrui Mina; Khandait, Tanmay; Pedrielli, Giulia (December 2023, Proceedings Winter Simulation Conference)

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A Testing Based Approach for Security Analysis of Smart Semiconductor Systems

https://doi.org/10.1109/WSC60868.2023.10408730

Dodge, Robert; Pedrielli, Giulia; Jevtić, Petar (December 2023, Proceedings Winter Simulation Conference)

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DTFab: A Digital Twin based Approach for Optimal Reticle Management in Semiconductor Photolithography

https://doi.org/10.1007/s11518-023-5564-x

Sivasubramanian, Chandrasekhar Komaralingam; Dodge, Robert; Ramani, Aditya; Bayba, David; Janakiram, Mani; Butcher, Eric; Gonzales, Joseph; Pedrielli, Giulia (June 2023, Journal of Systems Science and Systems Engineering)

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Demo Abstract: Analysing CPS Security with Falsification on the Microsoft Flight Simulator

https://doi.org/10.1145/3575870.3589550

Khandait, Tanmay; Chandratre, Aniruddh; Baptista, Walstan; Pedrielli, Giulia; Fainekos, Georgios (May 2023, HSCC 2023)

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From Discovery to Production: Challenges and Novel Methodologies for Next Generation Biomanufacturing

https://doi.org/10.1109/WSC57314.2022.10015464

Xie, Wei; Pedrielli, Giulia (December 2022, 2022 Winter Simulation Conference (WSC))

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Gaussian Processes for High-Dimensional, Large Data Sets: A Review

https://doi.org/10.1109/WSC57314.2022.10015416

Jiang, Mengrui; Pedrielli, Giulia; Ng, Szu Hui (December 2022, 2022 Winter Simulation Conference (WSC))

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Using Gaussian Processes to Automate Probabilistic Branch & Bound for Global Optimization

https://doi.org/10.1109/CASE49439.2021.9551592

Pedrielli, Giulia; Huang, Hao; Zabinsky, Zelda B. (August 2021, IEEE CASE 2021)

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Efficient Optimization-Based Falsification of Cyber-Physical Systems with Multiple Conjunctive Requirements

https://doi.org/10.1109/CASE49439.2021.9551474

Mathesen, Logan; Pedrielli, Giulia; Fainekos, Georgios (August 2021, IEEE CASE 2021)

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Partitioning and Gaussian Processes for Accelerating Sampling in Monte Carlo Tree Search for Continuous Decisions

https://doi.org/10.1109/WSC52266.2021.9715405

Liu, Menghan; Pedrielli, Giulia; Cao, Yumeng (January 2021, 2021 Winter Simulation Conference (WSC))

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