172 citations · 664 across the 34 of their papers we have counts for
3 papers · 1 filter
Federated Dynamic Modeling and Learning for Spatiotemporal Data Forecasting
Thien Pham, Angelo Furno, Faïcel Chamroukhi +1
This paper presents an advanced Federated Learning (FL) framework for forecasting complex spatiotemporal data, improving upon recent state-of-the-art models. In the proposed approa…
Optimal Transport Aggregation for Distributed Mixture-of-Experts
Faïcel Chamroukhi, Nhat Thien Pham
This paper considers the setting in which local Mixture-of-experts (MoE) models are fitted independently on distributed datasets and must be combined into a single global MoE model…
Data-driven Reachability using Christoffel Functions and Conformal Prediction
Abdelmouaiz Tebjou, Goran Frehse, Faïcel Chamroukhi
An important mathematical tool in the analysis of dynamical systems is the approximation of the reach set, i.e., the set of states reachable after a given time from a given initial…