Productions scientifiques

Publications

Publications évaluées par les pairs

2026 · ESANN 2026
AdaCap: An Adaptive Contrastive Approach for Small-Data Neural Networks
B. Belucci, K. Lounici, K. Meziani
DOI ↗
2026 · ESANN 2026
Learning Counterfactual Densities via Marginal Contrastive Discrimination
K. Meziani, A. Ndiaye, M. Olteanu
DOI ↗
2018 · Annals of Statistics
Adaptive sup-norm estimation of the Wigner function in noisy quantum homodyne tomography
K. Lounici, K. Meziani, G. Peyré
DOI ↗
2013 · ICML
Learning Heteroscedastic Models by Convex Programming under Group Sparsity
A. Dalalyan, M. Hebiri, K. Meziani, J. Salmon
2013 · Physical Review A
Rank-penalized estimation of a quantum system
P. Alquier, C. Butucea, M. Hebiri, K. Meziani, T. Morimae
DOI ↗
2013 · Inverse Problems
Adaptive estimation of the density matrix in quantum homodyne tomography with noisy data
P. Alquier, K. Meziani, G. Peyré
DOI ↗
2011 · Statistical Methodology
Quadratic functional estimation in inverse problems
C. Butucea, K. Meziani
DOI ↗
2009 · Inverse Problems
State estimation in quantum homodyne tomography with noisy data
J.-M. Aubry, C. Butucea, K. Meziani
DOI ↗
2008 · Electronic Journal of Statistics
Nonparametric goodness-of-fit testing in quantum homodyne tomography with noisy data
K. Meziani
DOI ↗
2007 · Mathematical Methods of Statistics
Nonparametric estimation of the purity of a quantum state in quantum homodyne tomography with noisy data
K. Meziani
DOI ↗

Manuscrits soumis (2026)

2026 · Soumis
CoHiRF: Hierarchical Consensus for Interpretable Clustering Beyond Scalability Limits
K. Meziani et collaborateurs / collaborators
2026 · Soumis
VertCoHiRF: Decentralized Vertical Clustering Beyond k-means
B. Belucci Teixeira, K. Lounici, V. R. Kostić, K. Meziani

Travaux en préparation

MCD: High-Dimensional Conditional Density Estimation via Marginal Contrastive Discrimination — K. Meziani, A. Ndiaye, B. Riu · Manuscrit en préparation pour soumission.

MLR loss: theoretical analysis — Étude théorique distincte destinée à une prochaine soumission.

Counterfactual density estimation — Version longue de l’article ESANN 2026 avec développements théoriques en préparation.

Thèse de doctorat

2008

Katia Meziani

Estimations et tests non paramétriques en tomographie quantique homodyne · Université Paris Diderot · HAL ↗