Kuo-Hui Yeh

TrustCompute: Result Validation, Reputation-Aware Scheduling and Quality-Based Payments for Outsourced LoRA Fine-Tuning

Outsourced model fine-tuning requires reliable task allocation, result validation, and incentives for quality. We present TrustCompute, a compute-sharing platform integrating two-stage adapter verification, reputation-aware scheduling, quality-based payments, and auditable ledger records for LoRA fine-tuning. Our evalu...