Author

Anwar Walid

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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