Publications

Ludovic Dos Santos, Merwan Barlier, KEGL Balazs, Igor Colin (2023). Method and system for a controller. Google Patents.

Thomas Kerdreux, Igor Colin, Alexandre D’Aspremont (2023). Stable bounds on the duality gap of separable nonconvex optimization problems. Mathematics of Operations Research.

Xuedong Shang, Igor Colin, Merwan Barlier, Hamza Cherkaoui (2023). Price of Safety in Linear Best Arm Identification. arXiv preprint arXiv:2309.08709.

Alexandre Rio, Merwan Barlier, Igor Colin, Marta Soare (2023). Multi-agent best arm identification with private communications. International Conference on Machine Learning.

Malik Tiomoko, Ekkehard Schnoor, Mohamed El Amine Seddik, Igor Colin, Aladin Virmaux (2022). Deciphering Lasso-based Classification Through a Large Dimensional Analysis of the Iterative Soft-Thresholding Algorithm. International Conference on Machine Learning.

Geovani Rizk, Igor Colin, Albert Thomas, Rida Laraki, Yann Chevaleyre (2022). An α-No-Regret Algorithm For Graphical Bilinear Bandits. Advances in Neural Information Processing Systems.

Geovani Rizk, Albert Thomas, Igor Colin, Rida Laraki, Yann Chevaleyre (2021). Best Arm Identification in Graphical Bilinear Bandits. International Conference on Machine Learning.

Geovani Rizk, Igor Colin, Albert Thomas, Moez Draief (2020). Refined bounds for randomized experimental design. arXiv preprint arXiv:2012.15726.

Kevin Scaman, Ludovic Dos Santos, Merwan Barlier, Igor Colin (2020). A simple and efficient smoothing method for faster optimization and local exploration. Advances in Neural Information Processing Systems.

Igor Colin, Ludovic Dos Santos, Kevin Scaman (2019). Theoretical limits of pipeline parallel optimization and application to distributed deep learning. Advances in Neural Information Processing Systems.