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Changcheng Tang

2 accepted papers

2022

TA-GATES: An Encoding Scheme for Neural Network Architectures

NeurIPS 2022accept

Neural architecture search tries to shift the manual design of neural network (NN) architectures to algorithmic design. In these cases, the NN architecture itself can be viewed as data and needs to be modeled. A better modeling could help explore novel architectures automatically and open the black…

2021

Evaluating Efficient Performance Estimators of Neural Architectures

NeurIPS 2021poster

Conducting efficient performance estimations of neural architectures is a major challenge in neural architecture search (NAS). To reduce the architecture training costs in NAS, one-shot estimators (OSEs) amortize the architecture training costs by sharing the parameters of one supernet between all a…