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.
Jun 26, 2023
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.
Nov 28, 2022