Author

Shenghui Li

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Preprint Oct 2026

LoRAForge: Co-Designing Post-Hoc Compression and Execution for Efficient Multi-LoRA Serving

Multi-LoRA serving allows many task-specific adapters to share a common base model, but scaling to large adapter fleets introduces substantial storage, loading, and execution overheads. Post-hoc compression can reduce the memory footprint of trained LoRA adapters, yet smaller ranks do not automatically translate into f...

Sheng-Hui Li, Thiemo Voigt · 0 citations

Preprint Aug 2026

FraQ: Efficient Coordinate-Space Recompression for Federated Low-Rank Adaptation

FraQ, an efficient coordinate-space recompression method for federated LoRA, is proposed, an efficient coordinate-space recompression method for federated LoRA that achieves accuracy close to uncompressed baselines while substantially reducing downlink communication with low server-side recompression overhead.

Shenghui Li, Thiemo Voigt · 0 citations