| 2024 | AISTATS | Adaptive importance sampling for heavy-tailed distributions via α-divergence minimization. | Thomas Guilmeau, Nicola Branchini, Emilie Chouzenoux, Victor Elvira |
| 2024 | ICASSP | Graphical Inference in Non-Markovian Linear-Gaussian State-Space Models. | Emilie Chouzenoux, Vctor Elvira |
| 2023 | ICASSP | Graphit: Iterative Reweighted ℓ1 Algorithm for Sparse Graph Inference in State-Space Models. | Emilie Chouzenoux, Vctor Elvira |
| 2023 | ICASSP | A Proximal Approach to IVA-G with Convergence Guarantees. | Clment Cosserat, Ben Gabrielson, Emilie Chouzenoux, Jean-Christophe Pesquet, Tlay Adali |
| 2023 | ICASSP | Adaptive Simulated Annealing Through Alternating Rnyi Divergence Minimization. | Thomas Guilmeau, Emilie Chouzenoux, Vctor Elvira |
| 2022 | ICASSP | Proximal-Based Adaptive Simulated Annealing for Global Optimization. | Thomas Guilmeau, Emilie Chouzenoux, Vctor Elvira |
| 2022 | ICIP | Semi-supervised Deep Convolutional Transform Learning for Hyperspectral Image Classification. | Shikha Singh, Angshul Majumdar, Emilie Chouzenoux, Giovanni Chierchia |
| 2022 | ICIP | Deep Convolutional K-Means Clustering. | Anurag Goel, Angshul Majumdar, Emilie Chouzenoux, Giovanni Chierchia |
| 2022 | ICIP | A Bregman Majorization-Minimization Framework for Pet Image Reconstruction. | Claire Rossignol, Florent Sureau, Emilie Chouzenoux, Claude Comtat, Jean-Christophe Pesquet |
| 2021 | ICASSP | Deep Transform and Metric Learning Networks. | Wen Tang, Emilie Chouzenoux, Jean-Christophe Pesquet, Hamid Krim |
| 2021 | KDD | Would Your Tweet Invoke Hate on the Fly? Forecasting Hate Intensity of Reply Threads on Twitter. | Snehil Dahiya, Shalini Sharma, Dhruv Sahnan, Vasu Goel, Emilie Chouzenoux, Vctor Elvira, Angshul Majumdar, Anil Bandhakavi, Tanmoy Chakraborty |
| 2020 | ICASSP | Multi-Label Consistent Convolutional Transform Learning: Application to Non-Intrusive Load Monitoring. | Shikha Singh, Jyoti Maggu, Angshul Majumdar, Emilie Chouzenoux, Giovanni Chierchia |
| 2020 | ICASSP | Graphem: EM Algorithm for Blind Kalman Filtering Under Graphical Sparsity Constraints. | Emilie Chouzenoux, Vctor Elvira |
| 2020 | ICIP | Block Distributed 3MG Algorithm and its Application to 3D Image Restoration. | Mathieu Chalvidal, Emilie Chouzenoux |
| 2020 | ICONIP | Deep Convolutional Transform Learning. | Jyoti Maggu, Angshul Majumdar, Emilie Chouzenoux, Giovanni Chierchia |
| 2019 | ICASSP | Langevin-based Strategy for Efficient Proposal Adaptation in Population Monte Carlo. | Vctor Elvira, Emilie Chouzenoux |
| 2019 | ICASSP | Deep Latent Factor Model for Predicting Drug Target Interactions. | Aanchal Mongia, Vidit Jain, Emilie Chouzenoux, Angshul Majumdar |
| 2019 | ICIP | Learned Image Deblurring by Unfolding a Proximal Interior Point Algorithm. | Marie-Caroline Corbineau, Carla Bertocchi, Emilie Chouzenoux, Marco Prato, Jean-Christophe Pesquet |
| 2018 | ICASSP | A Nonconvex Variational Approach for Robust Graphical Lasso. | Alessandro Benfenati, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2018 | ICASSP | Fast Dictionary-Based Approach for Mass Spectrometry Data Analysis. | Afef Cherni, Emilie Chouzenoux, Marc-Andr Delsuc |
| 2018 | ICASSP | PIPA: A New Proximal Interior Point Algorithm for Large-Scale Convex Optimization. | Marie-Caroline Corbineau, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2018 | ICIP | A Multicore Convex Optimization Algorithm with Applications to Video Restoration. | Feriel Abboud, Emilie Chouzenoux, Jean-Christophe Pesquet, Hugues Talbot |
| 2018 | ICONIP | Convolutional Transform Learning. | Jyoti Maggu, Emilie Chouzenoux, Giovanni Chierchia, Angshul Majumdar |
| 2016 | ICIP | A block parallel majorize-minimize memory gradient algorithm. | Sara Cadoni, Emilie Chouzenoux, Jean-Christophe Pesquet, Caroline Chaux |
| 2015 | ACSSC | A distributed strategy for computing proximity operators. | Feriel Abboud, Emilie Chouzenoux, Jean-Christophe Pesquet, Jean-Hugues Chenot, Louis Laborelli |
| 2015 | ICASSP | A random block-coordinate primal-dual proximal algorithm with application to 3D mesh denoising. | Audrey Repetti, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2015 | ICIP | A dual block coordinate proximal algorithm with application to deconvolution of interlaced video sequences. | Feriel Abboud, Emilie Chouzenoux, Jean-Christophe Pesquet, Jean-Hugues Chenot, Louis Laborelli |
| 2014 | ICASSP | A preconditioned Forward-Backward approach with application to large-scale nonconvex spectral unmixing problems. | Audrey Repetti, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2014 | ICIP | Primal-dual interior-point optimization based on majorization-minimization for edge-preserving spectral unmixing. | Maxime Legendre, Sad Moussaoui, Emilie Chouzenoux, Jrme Idier |
| 2014 | ICIP | A nonconvex regularized approach for phase retrieval. | Audrey Repetti, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2013 | ICASSP | Primal-dual interior point optimization for a regularized reconstruction of NMR relaxation time distributions. | Emilie Chouzenoux, Sad Moussaoui, Jrme Idier, Franois Mariette |
| 2013 | ICIP | A majorize-minimize memory gradient algorithm applied to X-ray tomography. | Emilie Chouzenoux, Fiona Zolyniak, Emmanuelle Gouillart, Hugues Talbot |
| 2013 | ICIP | Generalized multivariate exponential power prior for wavelet-based multichannel image restoration. | Yosra Marnissi, Amel Benazza-Benyahia, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2012 | ICASSP | A primal-dual proximal splitting approach for restoring data corrupted with poisson-gaussian noise. | Anna Jezierska, Emilie Chouzenoux, Jean-Christophe Pesquet, Hugues Talbot |
| 2011 | ICIP | A Memory Gradient algorithm for ℓ2 - ℓ0 regularization with applications to image restoration. | Emilie Chouzenoux, Jean-Christophe Pesquet, Hugues Talbot, Anna Jezierska |
| 2010 | ICASSP | Optimization of a maximum entropy criterion for 2D Nuclear Magnetic Resonance reconstruction. | Emilie Chouzenoux, Sad Moussaoui, Jrme Idier, Franois Mariette |