Author

Siddharth Pal

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2026

HFSL-CUNs: A Hierarchical Federated Split Learning Framework for Cluster-Based and UAV-Assisted Edge-Fog-Cloud Networks

The increasing deployment of Internet of Things (IoT) applications has created a growing need for distributed learning frameworks that can operate efficiently across resource-constrained edge environments while preserving data privacy. Federated Learning (FL) enables collaborative model training without sharing raw dat...

Dhiraj Pandey, Pranav Singla, Siddharth Pal et al. · IEEE Transactions on Network... · 0 citations

#machine learning Preprint Jul 2026

Knowledge as Orbit: Finite Collections as Phases of an Exactly Periodic Latent Generator

This work asks whether a finite collection can instead be stored intensionally, as the decoded orbit of one compact law that returns exactly to its start, as the decoded orbit of one compact law that returns exactly to its start.

Siddharth Pal, V. Rojkova · 0 citations