no code implementations • 31 Aug 2023 • Abdelghani Ghanem, Philippe Ciblat, Mounir Ghogho
Offline Reinforcement Learning (RL) is structured to derive policies from static trajectory data without requiring real-time environment interactions.
no code implementations • 13 Dec 2020 • Vincent Corlay, Joseph J. Boutros, Philippe Ciblat, Loïc Brunel
It is exponential in the space dimension $n$, which induces shallow neural networks of exponential size.
no code implementations • 27 Nov 2020 • Apostolos Avranas, Marios Kountouris, Philippe Ciblat
The problem of resource constrained scheduling in a dynamic and heterogeneous wireless setting is considered here.
no code implementations • 9 Oct 2020 • Haoyue Tang, Philippe Ciblat, Jintao Wang, Michele Wigger, Roy D. Yates
Inspired by this solution for the relaxed problem, we propose a practical cache updating strategy that meets all the constraints of the original problem.
Information Theory Information Theory
no code implementations • 15 Jul 2020 • Hakim Hafidi, Mounir Ghogho, Philippe Ciblat, Ananthram Swami
We propose Graph Contrastive Learning (GraphCL), a general framework for learning node representations in a self supervised manner.
no code implementations • 6 May 2020 • Ehsan Tohidi, David Gesbert, Philippe Ciblat
We address the problem of resource allocation (RA) in a cognitive radio (CR) communication system with multiple secondary operators sharing spectrum with an incumbent primary operator.
no code implementations • 28 Feb 2019 • Vincent Corlay, Joseph J. Boutros, Philippe Ciblat, Loic Brunel
We prove that they can be computed by ReLU networks with quadratic depth and linear width in the space dimension.
no code implementations • 6 Feb 2019 • Vincent Corlay, Joseph J. Boutros, Philippe Ciblat, Loic Brunel
Lattice decoding in Rn, known as the closest vector problem (CVP), becomes a classification problem in the fundamental parallelotope with a piecewise linear function defining the boundary.
no code implementations • 4 Dec 2018 • Vincent Corlay, Joseph J. Boutros, Philippe Ciblat, Loïc Brunel
A quasi-static flat multiple-antenna channel is considered.