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1 Inference Scaling Reshapes AI Governance Toby Ord* Oxford Martin AI Governance Initiative University of Oxford The shift from scaling up the pre-training compute of AI systems to scaling up their inference compute may have profound effect · 2024

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Inference Scaling Reshapes AI Governance

cs.CY · 2025-02-12 · conditional · novelty 6.0

If frontier AI progress shifts from pre-training compute to inference-time compute, AI governance must be rebuilt around deployment-time capabilities and transparency, with different implications depending on whether that inference happens during deployment or inside the training process.

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  • Inference Scaling Reshapes AI Governance cs.CY · 2025-02-12 · conditional · none · ref 1

    If frontier AI progress shifts from pre-training compute to inference-time compute, AI governance must be rebuilt around deployment-time capabilities and transparency, with different implications depending on whether that inference happens during deployment or inside the training process.