skip to main content


Title: Promoting the Attainment-to-Transfer Pathway: Effects of Transfer Associate Degree Policies Across States
Award ID(s):
1749275
NSF-PAR ID:
10184888
Author(s) / Creator(s):
Date Published:
Journal Name:
The Review of Higher Education
Volume:
43
Issue:
2
ISSN:
1090-7009
Page Range / eLocation ID:
553 to 580
Format(s):
Medium: X
Sponsoring Org:
National Science Foundation
More Like this
  1. This work reveals how electrode binders affect reaction kinetics, ionic conductivity, and gas transport in electrochemical hydrogen pumps (EHPs). Using a blend of phosphonic acid and perfluorosulfonic acid ionomers as the electrode binder, an EHP was operated at 5 A cm−2.

     
    more » « less
  2. Transfer learning leverages feature representations of deep neural networks (DNNs) pretrained on source tasks with rich data to empower effective finetuning on downstream tasks. However, the pre-trained models are often prohibitively large for delivering generalizable representations, which limits their deployment on edge devices with constrained resources. To close this gap, we propose a new transfer learning pipeline, which leverages our finding that robust tickets can transfer better, i.e., subnetworks drawn with properly induced adversarial robustness can win better transferability over vanilla lottery ticket subnetworks. Extensive experiments and ablation studies validate that our proposed transfer learning pipeline can achieve enhanced accuracy-sparsity trade-offs across both diverse downstream tasks and sparsity patterns, further enriching the lottery ticket hypothesis. 
    more » « less