Mechanism · On-chip telemetry from timing, memory and performance counters
Timing challenges do not identify the individual chip
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GEMM and VDF challenges can be answered by identical GPUs elsewhere, and floating-point fingerprints distinguish GPU models, not individual devices. GPU virtualization adds timing leakage that prevents attributing compute use 1.
Sources: [1]