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Dynamic Ensemble of Low-Fidelity Experts: Mitigating NAS “Cold-Start”
Leverage the beneficial knowledge implicit in low-fidelity information (e.g., one/zero-shot estimation) to mitigate the “cold-start” problem of predictor-based NAS.
Junbo Zhao
,
Xuefei Ning
,
Enshu Liu
,
Binxin Ru
,
Zixuan Zhou
,
Tianchen Zhao
,
Chen Chen
,
Jiajin Zhang
,
Qingmin Liao
,
Yu Wang
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TA-GATES: An Encoding Scheme for Neural Network Architectures
This work proposes a new encoding scheme for neural architectures, the Training-Analogous Graph-based ArchiTecture Encoding Scheme (TA-GATES). TA-GATES encodes an NN architecture in a way that is analogous to its training.
Xuefei Ning
,
Zixuan Zhou
,
Junbo Zhao
,
Tianchen Zhao
,
Changcheng Tang
,
Shuang Liang
,
Huazhong Yang
,
Yu Wang
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