melodyguan/enas
TensorFlow Code for paper "Efficient Neural Architecture Search via Parameter Sharing" observed · 2026-08-28
Health v2 · maintenance only
32/100
- Activity 0
- Release rhythm 35
- Longevity 100
Flags: no_releases
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 3113
- days_rel: n/a
- days_push: 2633
- n_releases_24m: 0
Adoption not part of the score
1578 stars · 383 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
Authors' TensorFlow implementation of Efficient Neural Architecture Search (ENAS), which discovers neural network architectures via parameter sharing and policy-gradient training of a controller. It includes experiments for CIFAR-10 image classification (macro and micro search spaces) and Penn Treebank language modeling, though the PTB implementation is known to be incorrect.
Use cases
- search for neural network architectures automatically
- run ENAS experiments on CIFAR-10
- reproduce the ENAS paper results
- study neural architecture search with parameter sharing
- learn how NAS controllers are trained with policy gradient
When to choose
- you want to reproduce or study the ENAS paper's CIFAR-10 experiments
- you need a reference implementation of parameter-sharing NAS
- you are researching neural architecture search methods
When to avoid
- you need the Penn Treebank language modeling implementation (it is erroneous; use the corrected google-research version)
- you need a maintained, production-ready NAS framework
- you use PyTorch or modern TensorFlow versions
Facets
library · maturity maintenance
machine-learning deep-learning machine-learning deep-learning computer-vision python neural-architecture-search tensorflow enas research-code reinforcement-learning natural-language-processing gpu
6 sources
- readme: https://github.com/melodyguan/enas · fetched 2026-08-28 · 533ad4b0a417
- homepage: https://arxiv.org/abs/1802.03268 · fetched 2026-08-29 · 468e13c5ee33
- site_page: https://info.arxiv.org/about/donate.html · fetched 2026-08-29 · cca9c3a11c56
- site_page: https://info.arxiv.org/about/ourmembers.html · fetched 2026-08-29 · 47cbc55ff1de
- site_page: https://info.arxiv.org/about · fetched 2026-08-29 · a1f16f915a9a
- site_page: https://info.arxiv.org/labs/index.html · fetched 2026-08-29 · b14a8d05a0ec
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| melodyguan/enas | main | 32 |
For agents
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem