DeepAI

Université INRS

∙ Québec , Canada ∙ 0 followers

The Institut national de la recherche scientifique (INRS) is the only institution in Quebec dedicated exclusively to graduate research and training. Our professors and students shine around the world. In partnership with...

Featured Researchers

João Monteiro
15 publications
Long Bao Le
13 publications
Leszek Szczecinski
9 publications
Isabela Albuquerque
9 publications
Imene Trigui
8 publications
Tiago H. Falk
7 publications
João Felipe Santos
5 publications
Zahid Akhtar
5 publications
Anderson R. Avila
5 publications
Sofiene Affes
4 publications
Thanh-Dung Le
4 publications

∙ 12/04/2019

Channel Estimation, Interference Cancellation, and Symbol Detection for Communications on Overlapping Channels

In this paper, we propose the joint channel estimation, interference can...

Minh Tri Nguyen, et al. ∙

∙ 12/22/2022

A comprehensive analysis of the Elo rating algorithm: Stochastic model, convergence characteristics, design guidelines, and experimental results

The Elo algorithm, due to its simplicity, is widely used for rating in s...

Daniel Gomes de Pinho Zanco, et al. ∙

∙ 11/12/2022

Improving the Robustness of DistilHuBERT to Unseen Noisy Conditions via Data Augmentation, Curriculum Learning, and Multi-Task Enhancement

Self-supervised speech representation learning aims to extract meaningfu...

Heitor R. Guimarães, et al. ∙

∙ 08/08/2022

Reliability of Solutions in Linear Ordering Problem: New Probabilistic Insight and Algorithms

In this work, our goal is to characterize the reliability of the solutio...

Leszek Szczecinski, et al. ∙

∙ 07/12/2021

Improving the Algorithm of Deep Learning with Differential Privacy

In this paper, an adjustment to the original differentially private stoc...

Mehdi Amian, et al. ∙

∙ 04/05/2021

Federated Learning Meets Blockchain in Edge Computing: Opportunities and Challenges

Mobile edge computing (MEC) has been envisioned as a promising paradigm ...

Dinh C Nguyen, et al. ∙

∙ 03/19/2020

A Study of Blockchain Oracles

The limitation with smart contracts is that they cannot access external ...

Abdeljalil Beniiche, et al. ∙

∙ 03/30/2020

Improving out-of-distribution generalization via multi-task self-supervised pretraining

Self-supervised feature representations have been shown to be useful for...

Isabela Albuquerque, et al. ∙

∙ 01/31/2020

ANN-Based Detection in MIMO-OFDM Systems with Low-Resolution ADCs

In this paper, we propose a multi-layer artificial neural network (ANN) ...

Shabnam Rezaei, et al. ∙

∙ 05/27/2017

Deep Complex Networks

At present, the vast majority of building blocks, techniques, and archit...

Chiheb Trabelsi, et al. ∙

∙ 06/23/2019

Computation Offloading and Resource Allocation for Backhaul Limited Cooperative MEC Systems

In this paper, we jointly optimize computation offloading and resource a...

Phuong-Duy Nguyen, et al. ∙

∙ 06/20/2019

A Survey of Multi-Access Edge Computing in 5G and Beyond: Fundamentals, Technology Integration, and State-of-the-Art

Driven by the emergence of new compute-intensive applications and the vi...

Quoc-Viet Pham, et al. ∙

∙ 03/17/2019

Joint Data compression and Computation offloading in Hierarchical Fog-Cloud Systems

Data compression has the potential to significantly improve the computat...

Ti Ti Nguyen, et al. ∙

∙ 03/16/2019

Non-intrusive speech quality assessment using neural networks

Estimating the perceived quality of an audio signal is critical for many...

Anderson R. Avila, et al. ∙

∙ 02/13/2019

HetNets Coverage Modeling and Analysis Over Fox's H-Fading Channels

This paper embodies the Fox's H-transform theory into a unifying modeli...

Imene Trigui, et al. ∙

∙ 10/23/2018

Reproducing AmbientGAN: Generative models from lossy measurements

In recent years, Generative Adversarial Networks (GANs) have shown subst...

Mehdi Ahmadi, et al. ∙

∙ 02/21/2018

Generalizable Adversarial Examples Detection Based on Bi-model Decision Mismatch

Deep neural networks (DNNs) have shown phenomenal success in a wide rang...

João Monteiro, et al. ∙

∙ 06/15/2016

Joint Data Compression and MAC Protocol Design for Smartgrids with Renewable Energy

In this paper, we consider the joint design of data compression and 802....

Le Thanh Tan, et al. ∙