Unverified50% confidenceFactExact time
The study proposes a two-stage reconstruction method that enables two adaptive schemes to achieve tied optimal performance with only 16 wells.
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9/11/2026
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UnverifiedIn a retrospective benchmark test of conditions for recovering NdFeB magnets, the adaptive strategy required only 16 to 24 wells to achieve the maximum enrichment on record, whereas the non-adaptive space-filling method required up to 48 experiments.63% similarUnverifiedThe two-stage strategy of low-resolution generation combined with AI super-resolution is a pragmatic engineering approach for resource-constrained scenarios.63% similarUnverified扩散模型步数越多理论上结果越精细，但耗时也成比例增长，20步是速度与质量的经典平衡点60% similarUnverifiedThe benefit of an appropriate timestep shift exceeds that of doubling the number of sampling steps, and diffusion sampling schedule parameters should be derived theoretically based on latent space dimensionality rather than blindly stacking inference steps.59% similar
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