3 papers
cs.LG2026
From GNNs to Symbolic Surrogates via Kolmogorov-Arnold Networks for Delay Prediction
Sami Marouani, Kamal Singh, Baptiste Jeudy +1
Accurate prediction of flow delay is essential for optimizing and managing modern communication networks. We investigate three levels of modeling for this task. First, we implement…
cs.LG2025
TSKAN: Interpretable Machine Learning for QoE modeling over Time Series Data
Kamal Singh, Priyanka Rawat, Sami Marouani +1
Quality of Experience (QoE) modeling is crucial for optimizing video streaming services to capture the complex relationships between different features and user experience. We prop…
cs.LG2025
Interpretable Reinforcement Learning for Load Balancing using Kolmogorov-Arnold Networks
Kamal Singh, Sami Marouani, Ahmad Al Sheikh +2
Reinforcement learning (RL) has been increasingly applied to network control problems, such as load balancing. However, existing RL approaches often suffer from lack of interpretab…