Thomas Guilmeau

T. Guilmeau, E. Chouzenoux, V. Elvira. Regularized Rényi divergence minimization through Bregman proximal gradient algorithms. Submitted, 2022. arXiv

T. Guilmeau, E. Chouzenoux, V. Elvira. A divergence-based condition to ensure quantile improvement in black-box global optimization. IEEE Transactions on Evolutionary Computation, to appear, 2024. arXiv
P. Gajardo, T. Guilmeau, C. Hermosilla. Sensitivity analysis of the set of sustainable thresholds. Set-Valued and Variational Analysis, vol. 32(18), 2024. DOI ⸱ HAL
T. Guilmeau, E. Chouzenoux, V. Elvira. On variational inference and maximum likelihood estimation with the λ-exponential family. Foundations of Data Science, vol. 6(1), pp. 85-123, 2024. DOI ⸱ arXiv
T. Guilmeau, A. Rapaport. Multiplicity of neutrally stable periodic orbits with coexistence in the chemostat subject to periodic removal rate. SIAM Journal on Applied Mathematics, vol. 84(1), pp. 39-59, 2024. DOI ⸱ HAL
T. Guilmeau, A. Rapaport. Singular arcs in optimal periodic control problems with scalar dynamics and integral input constraint. Journal of Optimization, Theory and Applications, vol. 195, pp. 953-975, 2022. DOI ⸱ HAL

T. Guilmeau*, N. Branchini*, E. Chouzenoux, V. Elvira. Adaptive importance sampling for heavy-tailed distributions via α-divergence minimization. International Conference on Artificial Intelligence and Statistics (AISTATS), 2024. PMLR ⸱ arXiv
* denotes equal contribution
T. Guilmeau, E. Chouzenoux, V. Elvira. Adaptive simulated annealing through alternating Renyi divergence minimization. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023. DOI ⸱ HAL
T. Guilmeau, E. Chouzenoux, V. Elvira. Proximal-based adaptive simulated annealing for global optimization. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022. DOI ⸱ HAL
F. Dupeuble, A. Rapaport, T. Guilmeau, J. Tchouanti, B. Enjalbert, C. Bideaux, J.-P. Steyer, A. Feddaoui-Papin, J. Harmand. Deterministic models to decipher the lag phase duration during diauxie. IFAC-PapersOnLine, vol. 55, issue 20, pp. 481-486, 2022. DOI ⸱ HAL
T. Guilmeau, E. Chouzenoux, V. Elvira. Simulated annealing: a review and a new scheme. IEEE Statistical Signal Processing Workshop (SSP), 2021. DOI ⸱ HAL

Invited talk at EUROPT 2024.
Contributed talk at the PGMODays 2023.
Poster presentation at the 14th International Conference on Monte Carlo Methods and Applications (MCM), 2023.
Invited talk at the MOP Research Seminar (Mathematical Optimization for Data Science Group, Saarland University, Germany), 2023.
Poster presentation at the ICST PhD day, 2023.
Contributed talk at the PGMODays 2022.
Contributed talk at the PGMODays 2021.
Poster presentation at the CIRM Workshop On Future Synergies for Stochastic and Learning Algorithms, 2021.
Talk at Journées Thématiques du LBE, 2020.