Author

Shiva Raj Pokhrel

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Preprint Jul 2026

Three-Pronged Spectral Control for Federated Parameter Efficient Fine Tuning

TRISHUL is proposed, a spectral-control framework for robust federated PEFT that follows the FL no-raw-data-sharing setting but does not itself provide formal privacy guarantees, and improves convergence, stability, and final performance over federated LoRA baselines.

Shiva Raj Pokhrel, Dipsan Bhattarai, Anwar Walid · 0 citations

Preprint Jul 2026

A Drift Stable Quantum Federated Learning for Intelligent Services

DUQFL-Prox is proposed, a drift-stable quantum federated learning framework based on deep-unfolded local optimization that improves stability, generalization, and client fairness compared with standard QFL baselines and is suggested to support more reliable and fair intelligent services in heterogeneous distributed environments.

S. I. Nanayakkara, Shiva Raj Pokhrel · 0 citations