DARTS-PT-CORE: Collaborative and Regularized Perturbation-based Architecture Selection for differentiable NAS
W Xie, H Li, X Fang, S Li - Neurocomputing, 2024 - Elsevier
DARTS-PT is a well-known differentiable NAS method that measures the operation strength
through its contribution to the supernet performance, extracting architecture from the …
through its contribution to the supernet performance, extracting architecture from the …
The limitations of differentiable architecture search
L Guillaume, C Hubert, L Christophe… - Pattern Analysis and …, 2024 - Springer
In this paper, we will provide a detailed explanation of the limitations behind differentiable
architecture search (DARTS). Algorithms based on the DARTS paradigm tend to converge …
architecture search (DARTS). Algorithms based on the DARTS paradigm tend to converge …
DARTS with degeneracy correction
G Lacharme, H Cardot, C Lenté… - Iberian Conference on …, 2023 - Springer
The neural architecture search (NAS) is characterized by a wide search space and a time
consuming objective function. Many papers have dealt with the reduction of the cost of the …
consuming objective function. Many papers have dealt with the reduction of the cost of the …