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 Deep Learning



Revisiting ResNets: Improved Training and Scaling Strategies

Neural Information Processing Systems

Novel computer vision architectures monopolize the spotlight, but the impact of the model architecture is often conflated with simultaneous changes to training methodology and scaling strategies.





NAS-Bench-x11 and the Power of Learning Curves Shen Y an 1, Colin White

Neural Information Processing Systems

While early research in neural architecture search (NAS) required extreme computational resources, the recent releases of tabular and surrogate benchmarks have greatly increased the speed and reproducibility of NAS research.


NAS-Bench-x11 and the Power of Learning Curves Shen Y an 1, Colin White

Neural Information Processing Systems

While early research in neural architecture search (NAS) required extreme computational resources, the recent releases of tabular and surrogate benchmarks have greatly increased the speed and reproducibility of NAS research.