Papers · Proving training · VeriLoRA / zkLoRA
VeriLoRA / zkLoRA
VeriLoRA: Fine-Tuning Large Language Models with Verifiable Security via Zero-Knowledge Proofs
Reported benchmarks
| model | params | batch size | proving time s | verification time s |
|---|---|---|---|---|
| LLaMA-2 (<=13B) | 13B | 1 | 600 | 4 |
proving_time_note: <600s per sample
Notes
Claims the first end-to-end ZKP for LoRA fine-tuning: forward propagation, backward gradient propagation and LoRA weight updates. Numbers below are from survey Table IV, not read from the paper.
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