| 2025 | ICML | Understanding High-Dimensional Bayesian Optimization. | Leonard Papenmeier, Matthias Poloczek, Luigi Nardi |
| 2022 | GECCO | Multi-objective path planning for environmental monitoring using an autonomous surface vehicle. | Federico Peralta, Michael Pearce, Matthias Poloczek, Daniel Gutirrez-Reina, Sergio Toral, Jrgen Branke |
| 2021 | AISTATS | Scalable Constrained Bayesian Optimization. | David Eriksson, Matthias Poloczek |
| 2019 | ICML | A Framework for Bayesian Optimization in Embedded Subspaces. | Amin Nayebi, Alexander Munteanu, Matthias Poloczek |
| 2019 | WSC | Bayesian Simulation Optimization with Common Random Numbers. | Michael Pearce, Matthias Poloczek, Jrgen Branke |
| 2018 | ICML | Bayesian Optimization of Combinatorial Structures. | Ricardo Baptista, Matthias Poloczek |
| 2017 | WSC | Empirically comparing the finite-time performance of simulation-optimization algorithms. | Naijia Anna Dong, David J. Eckman, Xueqi Zhao, Shane G. Henderson, Matthias Poloczek |
| 2016 | LATIN | Simple Approximation Algorithms for Balanced MAX 2SAT. | Alice Paul, Matthias Poloczek, David P. Williamson |
| 2016 | WSC | Warm starting Bayesian optimization. | Matthias Poloczek, Jialei Wang, Peter I. Frazier |
| 2015 | IWOCA | Contagious Sets in Dense Graphs. | Daniel Freund, Matthias Poloczek, Daniel Reichman |
| 2014 | LATIN | On Some Recent Approximation Algorithms for MAX SAT. | Matthias Poloczek, David P. Williamson, Anke van Zuylen |
| 2012 | FOCS | Randomized Greedy Algorithms for the Maximum Matching Problem with New Analysis. | Matthias Poloczek, Mario Szegedy |
| 2011 | ESA | Bounds on Greedy Algorithms for MAX SAT. | Matthias Poloczek |
| 2011 | SODA | Randomized Variants of Johnson's Algorithm for MAX SAT. | Matthias Poloczek, Georg Schnitger |