2 papers
cs.LG2026
Zero-Shot Neural Network Evaluation with Sample-Wise Activation Patterns
Yameng Peng, Andy Song, HaythamM. Fayek +2
Zero-shot proxies, also known as training-free metrics, are widely adopted to reduce the computational overhead in neural network evaluation for scenarios such as Neural Architectu…
cs.LG2024
SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS
Yameng Peng, Andy Song, Haytham M. Fayek +2
Training-free metrics (a.k.a. zero-cost proxies) are widely used to avoid resource-intensive neural network training, especially in Neural Architecture Search (NAS). Recent studies…