ReLIZO: Sample Reusable Linear Interpolation-based Zeroth-order Optimization

X Wang, X Qin, X Yang, J Yan - Advances in Neural …, 2025 - proceedings.neurips.cc
Gradient estimation is critical in zeroth-order optimization methods, which aims to obtain the
descent direction by sampling update directions and querying function evaluations …

HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning

J Li, J Zhang, F Wang, L Ma - arxiv preprint arxiv:2412.10723, 2024 - arxiv.org
One-shot methods have significantly advanced the field of neural architecture search (NAS)
by adopting weight-sharing strategy to reduce search costs. However, the accuracy of …