| 2026 | AAAI | Brownian Bridge Augmented Surrogate Simulation and Injection Planning for Geological CO2 Storage. | Haoyue Bai, Guodong Chen, Wangyang Ying, Xinyuan Wang, Nanxu Gong, Sixun Dong, Giulia Pedrielli, Haoyu Wang, Haifeng Chen, Yanjie Fu |
| 2025 | ICDM | Human Digital Twin, Precision Healthcare, Health Monitoring, Anomaly Detection, Statistical and Machine Learning Models. | Rong Pan, Hongyue Sun, Xiaoyu Chen, Giulia Pedrielli, Jiapeng Huang |
| 2025 | WSC | PYSIRTEM: An Efficient Modular Simulation Platform for the Analysis of Pandemic Scenarios. | Preetom Biswas, Giulia Pedrielli, K. Seluk Candan |
| 2025 | WSC | A Foundational Framework for Generative Simulation Models: Pathway to Generative Digital Twins for Supply Chain. | Surdeep Chotaliya, John Fowler, Giulia Pedrielli, David Bayba, Mikayla Norton, Priyanka Sain, Kaixu Yu |
| 2025 | WSC | Modular Python Library for Simulations of Semiconductor Assembly and Test Process Equipment. | Robert W. Dodge, Zachary Eyde, Giulia Pedrielli |
| 2024 | WSC | A Hybrid Approach Combining Simulation and a Queueing Model for Optimizing a Biomanufacturing System. | Danielle F. Morey, Giulia Pedrielli, Zelda B. Zabinsky |
| 2024 | WSC | Multi Agent Rollout for Bayesian Optimization. | Shyam Sundar Nambiraja, Giulia Pedrielli |
| 2024 | RV | HyperPart-X: Probabilistic Guarantees for Parameter Mining of Signal Temporal Logic Formulas in Cyber-Physical Systems. | Tanmay Khandait, Giulia Pedrielli |
| 2023 | WSC | A Testing Based Approach for Security Analysis of Smart Semiconductor Systems. | Robert W. Dodge, Giulia Pedrielli, Petar Jevtic |
| 2023 | WSC | Parameter Optimization with Conscious Allocation (POCA). | Joshua Inman, Tanmay Khandait, Giulia Pedrielli, Lalitha Sankar |
| 2023 | WSC | CGPT: A Conditional Gaussian Process Tree for Grey-Box Bayesian Optimization. | Mengrui Mina Jiang, Tanmay Khandait, Giulia Pedrielli |
| 2022 | WSC | A Computational Study of Probabilistic Branch and Bound with Multilevel Importance Sampling. | Hao Huang, Pariyakorn Maneekul, Danielle F. Morey, Zelda B. Zabinsky, Giulia Pedrielli |
| 2022 | WSC | Gaussian Processes for High-Dimensional, Large Data Sets: A Review. | Mengrui Mina Jiang, Giulia Pedrielli, Szu Hui Ng |
| 2022 | WSC | From Discovery to Production: Challenges and Novel Methodologies for Next Generation Biomanufacturing. | Wei Xie, Giulia Pedrielli |
| 2021 | EMSOFT | Towards assurance case evidence generation through search based testing: work-in-progress. | Yumeng Cao, Quinn Thibeault, Aniruddh Chandratre, Georgios Fainekos, Giulia Pedrielli, Mauricio Castillo-Effen |
| 2021 | FMICS | PSY-TaLiRo: A Python Toolbox for Search-Based Test Generation for Cyber-Physical Systems. | Quinn Thibeault, Jacob Anderson, Aniruddh Chandratre, Giulia Pedrielli, Georgios Fainekos |
| 2021 | WSC | Treed-Gaussian Processes with Support Vector Machines as Nodes For Nonstationary Bayesian Optimization. | Antonio Candelieri, Giulia Pedrielli |
| 2021 | WSC | Partitioning and Gaussian Processes for Accelerating Sampling in Monte Carlo Tree Search for Continuous Decisions. | Menghan Liu, Giulia Pedrielli, Yumeng Cao |
| 2020 | WSC | Stochastic Gaussian Process Model Averaging for High-Dimensional Inputs. | Maxime Xuereb, Szu Hui Ng, Giulia Pedrielli |
| 2019 | WSC | Subspace Communication Driven Search for High Dimensional Optimization. | Logan Mathesen, Kaushik Keezhnagar Chandrasekar, Xinsheng Li, Giulia Pedrielli, K. Seluk Candan |
| 2019 | WSC | Metamodel-Based Quantile Estimation for Hedging Control of Manufacturing Systems. | Giulia Pedrielli, Russell R. Barton |
| 2019 | WSC | Feasibility Cut Generation by Simulation: Server Allocation in Serial-Parallel Manufacturing Systems. | Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli |
| 2018 | WSC | Continuous simulation Optimization with Model mismatch using Gaussian Process Regression. | Alireza Inanlouganji, Giulia Pedrielli, Georgios Fainekos, Sebastian Pokutta |
| 2018 | WSC | Stochastic Optimization for Feasibility determination: an Application to water pump Operation in water Distribution Network. | Yi-An Tsai, Giulia Pedrielli, Logan Mathesen, Zelda B. Zabinsky, Hao Huang, Antonio Candelieri, Riccardo Perego |
| 2018 | WSC | Simulation-based Benders Cuts: a New cutting Approach to Approximately solve simulation-Optimization Problems. | Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli |
| 2017 | WSC | Optimal design of master-worker architecture for parallelized simulation optimization. | Haobin Li, Xiuju Fu, Xiaofeng Yin, Giulia Pedrielli, Loo Hay Lee |
| 2017 | WSC | Trust region based stochastic optimization with adaptive restart: A family of global optimization algorithms. | Logan Mathesen, Giulia Pedrielli, Szu Hui Ng |
| 2016 | WSC | V-shaped sampling based on Kendall-Distance to enhance optimization with ranks. | Haobin Li, Giulia Pedrielli, Min Chen, Loo Hay Lee, Ek Peng Chew, Chun-Hung Chen |
| 2016 | WSC | G-STAR: A new Kriging-based trust region method for global optimization. | Giulia Pedrielli, Szu Hui Ng |
| 2016 | WSC | Hybrid order picking strategies for fashion E-commerce warehouse systems. | Giulia Pedrielli, Albert Vinsensius, Ek Peng Chew, Loo Hay Lee, Alessandro Duri, Haobin Li |
| 2016 | WSC | Empirical analysis of the performance of variance estimators in sequential single-run Ranking & Selection: The case of Time Dilation algorithm. | Giulia Pedrielli, Yinchao Zhu, Loo Hay Lee, Haobin Li |
| 2016 | WSC | Constrained optimizaton for hospital bed allocation via discrete event simulation with Nested Partitions. | Nugroho Artadi Pujowidianto, Loo Hay Lee, Giulia Pedrielli, Chun-Hung Chen, Haobin Li |
| 2016 | WSC | A simulation based cut generation approach to improve DEO efficiency: The Buffer Allocation case. | Mengyi Zhang, Andrea Matta, Arianna Alfieri, Giulia Pedrielli |
| 2016 | WSC | Discrete Event Optimization: Workstation and buffer allocation problem in manufacturing flow lines. | Mengyi Zhang, Andrea Matta, Giulia Pedrielli |
| 2015 | WSC | Multi-objective multi-fidelity optimization with ordinal transformation and optimal sampling. | Haobin Li, Yueqi Li, Loo Hay Lee, Ek Peng Chew, Giulia Pedrielli, Chun-Hung Chen |
| 2015 | WSC | The object-oriented discrete event simulation modeling: a case study on aircraft spare part management. | Haobin Li, Yinchao Zhu, Yixin Chen, Giulia Pedrielli, Nugroho Artadi Pujowidianto |
| 2015 | WSC | Discrete event optimization: single-run integrated simulation-optimization using mathematical programming. | Giulia Pedrielli, Andrea Matta, Arianna Alfieri |
| 2015 | WSC | Kriging-based simulation-optimization: a stochastic recursion perspective. | Giulia Pedrielli, Szu Hui Ng |
| 2014 | WSC | SNAT: simulation-based search for navigation safety. The case of Singapore strait. | Xingyi Chen, Giulia Pedrielli, Szu Hui Ng |
| 2014 | WSC | Event relationship graph lite: event based modeling for simulation-optimization of control policies in discrete event systems. | Andrea Matta, Giulia Pedrielli, Arianna Alfieri |
| 2012 | WSC | Time buffer for approximate optimization of production systems: concept, applications and structural results. | Giulia Pedrielli |
| 2012 | WSC | Time buffer for approximate optimization of production systems: concept, applications and structural results. | Giulia Pedrielli |
| 2011 | PADS | Simulation of Complex Manufacturing Systems via HLA-Based Infrastructure. | Giulia Pedrielli, Paola Scavardone, Tullio Tolio, Marco Sacco, Walter Terkaj |