HOPE Framework Quantifies Neuron Capacity via Hilbert Space
The Gradient introduced the HOPE mathematical framework to quantify individual neuron capacity and dissect deep network learning. By mapping neurons into a Hilbert space, the framework also elegantly transforms model compression tasks, such as pruning, into geometric projection operations.
2026-07-24 ~ 2026-07-25 · 3 related posts
- HOPE framework tries to quantify a neuron’s capacity with Hilbert-space math — TheGradient · 2026-07-24
- HOPE Framework: Transforming Network Compression into Elegant Geometry — TheGradient · 2026-07-24
- HOPE framework aims to quantify a neuron’s capacity in deep networks — aminkarbasi · 2026-07-25