Journal papers
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T. Guilmeau, E. Chouzenoux, V. Elvira. Regularized Rényi divergence minimization through Bregman proximal gradient algorithms. Journal of Machine Learning Research, to appear, 2025.
arXiv
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T. Guilmeau, E. Chouzenoux, V. Elvira. A divergence-based condition to ensure quantile improvement in black-box global optimization. IEEE Transactions on Evolutionary Computation, early access, 2024.
DOI ⸱ arXiv
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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
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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
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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
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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
Conference papers
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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
* equal contribution
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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
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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
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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
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T. Guilmeau, E. Chouzenoux, V. Elvira. Simulated annealing: a review and a new scheme. IEEE Statistical Signal Processing Workshop (SSP), 2021.
DOI ⸱ HAL
Presentations