| 2023 | AISTATS | Asymptotic Bayes risk of semi-supervised multitask learning on Gaussian mixture. | Minh-Toan Nguyen, Romain Couillet |
| 2023 | ICASSP | Large Dimensional Analysis of LS-SVM Transfer Learning: Application to Polsar Classification. | Cyprien Doz, Chengfang Ren, Jean Philippe Ovarlez, Romain Couillet |
| 2023 | ICML | PCA-based Multi-Task Learning: a Random Matrix Approach. | Malik Tiomoko, Romain Couillet, Frdric Pascal |
| 2022 | ICLR | Random matrices in service of ML footprint: ternary random features with no performance loss. | Hafiz Tiomoko Ali, Zhenyu Liao, Romain Couillet |
| 2022 | ICML | A Random Matrix Analysis of Data Stream Clustering: Coping With Limited Memory Resources. | Hugo Lebeau, Romain Couillet, Florent Chatelain |
| 2021 | AISTATS | The Unexpected Deterministic and Universal Behavior of Large Softmax Classifiers. | Mohamed El Amine Seddik, Cosme Louart, Romain Couillet, Mohamed Tamaazousti |
| 2021 | ICASSP | A Large-Dimensional Analysis of Symmetric SNE. | Charles Sjourn, Romain Couillet, Pierre Comon |
| 2021 | ICLR | Sparse Quantized Spectral Clustering. | Zhenyu Liao, Romain Couillet, Michael W. Mahoney |
| 2021 | ICLR | Deciphering and Optimizing Multi-Task Learning: a Random Matrix Approach. | Malik Tiomoko, Hafiz Tiomoko Ali, Romain Couillet |
| 2021 | ICML | Two-way kernel matrix puncturing: towards resource-efficient PCA and spectral clustering. | Romain Couillet, Florent Chatelain, Nicolas Le Bihan |
| 2020 | CoNLL | Word Representations Concentrate and This is Good News! | Romain Couillet, Yagmur Gizem Cinar, ric Gaussier, Muhammad Imran |
| 2020 | ICASSP | Optimal Laplacian Regularization for Sparse Spectral Community Detection. | Lorenzo Dall'Amico, Romain Couillet, Nicolas Tremblay |
| 2020 | ICASSP | Large Dimensional Asymptotics of Multi-Task Learning. | Malik Tiomoko, Cosme Louart, Romain Couillet |
| 2020 | ICML | Random Matrix Theory Proves that Deep Learning Representations of GAN-data Behave as Gaussian Mixtures. | Mohamed El Amine Seddik, Cosme Louart, Mohamed Tamaazousti, Romain Couillet |
| 2019 | ICASSP | Latent Heterogeneous Multilayer Community Detection. | Hafiz Tiomoko Ali, Sijia Liu, Yasin Yilmaz, Romain Couillet, Indika Rajapakse, Alfred O. Hero III |
| 2019 | ICASSP | Community Detection in Sparse Realistic Graphs: Improving the Bethe Hessian. | Lorenzo Dall'Amico, Romain Couillet |
| 2019 | ICASSP | Revisiting and Improving Semi-supervised Learning: A Large Dimensional Approach. | Xiaoyi Mai, Romain Couillet |
| 2019 | ICASSP | A Large Scale Analysis of Logistic Regression: Asymptotic Performance and New Insights. | Xiaoyi Mai, Zhenyu Liao, Romain Couillet |
| 2019 | ICASSP | Kernel Random Matrices of Large Concentrated Data: the Example of GAN-Generated Images. | Mohamed El Amine Seddik, Mohamed Tamaazousti, Romain Couillet |
| 2019 | ICASSP | Improved Estimation of the Distance between Covariance Matrices. | Malik Tiomoko, Romain Couillet, Eric Moisan, Steeve Zozor |
| 2019 | ICLR | A Kernel Random Matrix-Based Approach for Sparse PCA. | Mohamed El Amine Seddik, Mohamed Tamaazousti, Romain Couillet |
| 2019 | ICML | Random Matrix Improved Covariance Estimation for a Large Class of Metrics. | Malik Tiomoko, Romain Couillet, Florent Bouchard, Guillaume Ginolhac |
| 2018 | ACSSC | Semi-Supervised Spectral Clustering. | Xiaoyi Mai, Romain Couillet |
| 2018 | ICASSP | Random Matrix Asymptotics of Inner Product Kernel Spectral Clustering. | Hafiz Tiomoko Ali, Abla Kammoun, Romain Couillet |
| 2018 | ICASSP | A Random Matrix and Concentration Inequalities Framework for Neural Networks Analysis. | Cosme Louart, Romain Couillet |
| 2018 | ICML | On the Spectrum of Random Features Maps of High Dimensional Data. | Zhenyu Liao, Romain Couillet |
| 2018 | ICML | The Dynamics of Learning: A Random Matrix Approach. | Zhenyu Liao, Romain Couillet |
| 2017 | ICASSP | Random matrices meet machine learning: A large dimensional analysis of LS-SVM. | Zhenyu Liao, Romain Couillet |
| 2017 | ICASSP | Harnessing neural networks: A random matrix approach. | Cosme Louart, Romain Couillet |
| 2017 | ICASSP | The counterintuitive mechanism of graph-based semi-supervised learning in the big data regime. | Xiaoyi Mai, Romain Couillet |
| 2016 | ACSSC | Random matrix improved community detection in heterogeneous networks. | Hafiz Tiomoko Ali, Romain Couillet |
| 2016 | ACSSC | Random matrix improved subspace clustering. | Romain Couillet, Abla Kammoun |
| 2016 | ICASSP | Performance analysis of spectral community detection in realistic graph models. | Hafiz Tiomoko Ali, Romain Couillet |
| 2016 | ICML | A Random Matrix Approach to Echo-State Neural Networks. | Romain Couillet, Gilles Wainrib, Hafiz Tiomoko Ali, Harry Sevi |
| 2015 | GLOBECOM | Base Station Cooperation for Power Minimization in the Downlink: Large System Analysis. | Luca Sanguinetti, Romain Couillet, Mrouane Debbah |
| 2015 | ICASSP | Second order statistics of bilinear forms of robust scatter estimators. | Abla Kammoun, Romain Couillet, Frdric Pascal |
| 2015 | ICASSP | Large dimensional analysis of Maronna's M-estimator with outliers. | David Morales-Jimnez, Romain Couillet, Matthew R. McKay |
| 2015 | ISIT | On the necessity of binning for the distributed hypothesis testing problem. | Gil Katz, Pablo Piantanida, Romain Couillet, Mrouane Debbah |
| 2014 | ACSSC | Minimum variance portfolio optimization with robust shrinkage covariance estimation. | Liusha Yang, Romain Couillet, Matthew R. McKay |
| 2014 | ICASSP | Asynchronous alternating direction method of multipliers applied to the direct-current optimal power flow problem. | Azary Abboud, Romain Couillet, Mrouane Debbah, Houria Siguerdidjane |
| 2013 | ACSSC | Analysis and management of heterogeneous user mobility in large-scale downlink systems. | Axel Mller, Emil Bjrnson, Romain Couillet, Mrouane Debbah |
| 2013 | ACSSC | Second-order analysis of the joint SINR distribution in Rayleigh multiple access and broadcast channels. | Adrien Pelletier, Romain Couillet, Jamal Najim |
| 2013 | ICASSP | A joint robust estimation and random matrix framework with application to array processing. | Romain Couillet, Frdric Pascal, Jack W. Silverstein |
| 2013 | ICASSP | Secrecy sum-rates with regularized channel inversion precoding under imperfect CSI at the transmitter. | Giovanni Geraci, Romain Couillet, Jinhong Yuan, Mrouane Debbah, Iain B. Collings |
| 2013 | ICASSP | A new method for source detection, power estimation, and localization in large sensor networks under noise with unknown statistics. | Julia Vinogradova, Romain Couillet, Walid Hachem |
| 2013 | ISIT | Bounds on the second-order coding rate of the MIMO Rayleigh block-fading channel. | Jakob Hoydis, Romain Couillet, Pablo Piantanida |
| 2012 | GLOBECOM | Optimal 3D cell planning: A random matrix approach. | Axel Mller, Jakob Hoydis, Romain Couillet, Mrouane Debbah |
| 2012 | ICASSP | On the fluctuations of the SINR at the output of the Wiener filter for non centered channels: The non Gaussian case. | Abla Kammoun, Malika Kharouf, Romain Couillet, Jamal Najim, Mrouane Debbah |
| 2012 | INFOCOM | A mean field game analysis of electric vehicles in the smart grid. | Romain Couillet, Samir Medina Perlaza, Hamidou Tembine, Mrouane Debbah |
| 2012 | ISIT | A random matrix approach to the finite blocklength regime of MIMO fading channels. | Jakob Hoydis, Romain Couillet, Pablo Piantanida, Mrouane Debbah |
| 2012 | WiOpt | Analysis of multicell cooperation with random user locations via deterministic equivalents. | Jakob Hoydis, Axel Mller, Romain Couillet, Mrouane Debbah |
| 2011 | ACSSC | Local failure localization in large sensor networks. | Romain Couillet, Walid Hachem |
| 2011 | ACSSC | Asymptotic analysis of double-scattering channels. | Jakob Hoydis, Romain Couillet, Mrouane Debbah |
| 2011 | GLOBECOM | A CLT for Capacity Inference Methods under Colored Interference. | Abla Kammoun, Romain Couillet, Jamal Najim, Mrouane Debbah |
| 2011 | ICASSP | CLT for eigen-inference methods in cognitive radios. | Jianfeng Yao, Romain Couillet, Jamal Najim, Eric Moulines, Mrouane Debbah |
| 2010 | GLOBECOM | Optimal Training in Large TDD Multi-User Downlink Systems under Zero-Forcing and Regularized Zero-Forcing Precoding. | Sebastian Wagner, Romain Couillet, Mrouane Debbah, Dirk T. M. Slock |
| 2010 | ISIT | Self-organized spectrum sharing in large MIMO multiple-access channels. | Romain Couillet, H. Vincent Poor, Mrouane Debbah |
| 2010 | ISIT | Eigen-inference for multi-source power estimation. | Romain Couillet, Jack W. Silverstein, Mrouane Debbah |
| 2009 | WCNC | Flexible OFDM schemes for bursty transmissions. | Romain Couillet, Mrouane Debbah |
| 2009 | WCNC | Bayesian inference for multiple antenna cognitive receivers. | Romain Couillet, Mrouane Debbah |
| 2009 | WCNC | Asymptotic analysis of correlated multi-antenna broadcast channels. | Romain Couillet, Sebastian Wagner, Mrouane Debbah |
| 2008 | PIMRC | Free deconvolution for OFDM multicell SNR detection. | Romain Couillet, Mrouane Debbah |