Posting because I've now seen this exact bug at multiple teams shipping ML to Snapdragon, and the pattern is worth writing up. ONNX Runtime's QNN execution provider (the one that targets Qualcomm's Hexagon NPU on Snapdragon SoCs) will silently route unsupported ops to the CPU. Your accuracy is fine,
