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HEIR compiles ML models to run on encrypted data, enabling private inference. A credit card fraud model took 2 seconds on encrypted inputs versus 0.5 ms cleartext, a 4,000x slowdown. GPU integration cuts the criteo workload to ~500ms, a 50x slowdown.
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