Fadhel Ayed
University of Oxford
H-index: 6
Europe-United Kingdom
Top articles of Fadhel Ayed
The normal-generalised gamma-Pareto process: a novel pure-jump Lévy process with flexible tail and jump-activity properties
Bayesian Analysis
2024/3
A Framework for the Evaluation of Network Reliability Under Periodic Demand
IEEE/ACM Transactions on Networking
2024/1/19
Fadhel Ayed
H-Index: 3
Wenjie Li
H-Index: 3
Deep Neural Networks with Dependent Weights: Gaussian Process Mixture Limit, Heavy Tails, Sparsity and Compressibility
Journal of Machine Learning Research
2023
FlexTrain: A Dynamic Training Framework for Heterogeneous Devices Environments
arXiv preprint arXiv:2310.20457
2023/10/31
Fadhel Ayed
H-Index: 3
TeleQnA: A Benchmark Dataset to Assess Large Language Models Telecommunications Knowledge
arXiv preprint arXiv:2310.15051
2023/10/23
Fadhel Ayed
H-Index: 3
Large Language Models for Telecom: Forthcoming Impact on the Industry
arXiv preprint arXiv:2308.06013
2023/8/11
Fadhel Ayed
H-Index: 3
Accordion: A Communication-Aware Machine Learning Framework for Next Generation Networks
IEEE Communications Magazine
2023/6/19
Fadhel Ayed
H-Index: 3
An Optimization Framework For Anomaly Detection Scores Refinement With Side Information
arXiv preprint arXiv:2304.11039
2023/4/21
Data pruning and neural scaling laws: fundamental limitations of score-based algorithms
Transactions on Machine Learning Research 2023. (arXiv preprint arXiv:2302.06960)
2023/2/14
Fadhel Ayed
H-Index: 3
Soufiane Hayou
H-Index: 5
Over-parameterised Shallow Neural Networks with Asymmetrical Node Scaling: Global Convergence Guarantees and Feature Learning
arXiv preprint arXiv:2302.01002
2023/2/2
The curse of (non) convexity: The case of an Optimization-Inspired Data Pruning algorithm
NeurIPS ICBINB Workshop 2022
2022
Fadhel Ayed
H-Index: 3
Soufiane Hayou
H-Index: 5
A Mathematical Framework for the Evaluation of System Expected Utility Not Satis-fied Under Periodic Demand
the 32nd European Safety and Reliability Conference (ESREL 2022).[Online]. Available: https://www. rpsonline. com. sg/proceedings/esrel2022/pdf/S28-04-660. pdf
2022
Regularization in ResNet with Stochastic Depth
Advances in Neural Information Processing Systems
2021/12/6
Soufiane Hayou
H-Index: 5
Fadhel Ayed
H-Index: 3
Nonnegative Bayesian nonparametric factor models with completely random measures
Statistics and Computing
2021/9
Fadhel Ayed
H-Index: 3
François Caron
H-Index: 5
Consistent estimation of small masses in feature sampling
Journal of Machine Learning Research
2021
Anomaly detection at scale: The case for deep distributional time series models
2020/12/14
Fadhel Ayed
H-Index: 3
Lorenzo Stella
H-Index: 30
An information theoretic approach to post randomization methods under differential privacy
Statistics and Computing
2020/9
Fadhel Ayed
H-Index: 3
Marco Battiston
H-Index: 4
On consistent and rate optimal estimation of the missing mass
Annales de l'Institut Henri Poincare (B) Probabilites et statistiques
2021/7/22
A Bayesian Nonparametric Approach to Differentially Private Data
2020