This is the code for our paper "PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor". As AAAI does not publish the supplementary material, we provide this file in …

PINAT enables partial and global permutation invariance on graph node features to handle architectural isomor-phism for the NAS predictor task, which belongs to the graph regression …

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Time-consuming performance evaluation is the bottleneck of traditional Neural Architecture Search (NAS) methods. Predictor-based NAS can speed up performance evaluation by …

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Jun 26, 2023 · To address these problems, we propose a Transformer-like NAS predictor PINAT, consisting of a Permutation INvariance Augmentation module serving as both token …

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[AAAI '23] PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor - Releases · ShunLu91/PINAT

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