From 1c38a90c371a47e09c1123ff7acad20e5de6a68b Mon Sep 17 00:00:00 2001
From: D-X-Y <280835372@qq.com>
Date: Wed, 17 Mar 2021 09:33:40 +0000
Subject: [PATCH] Update README

---
 exps/NATS-algos/README.md | 21 +++++++++++++++++++++
 exps/algos/README.md      |  2 +-
 2 files changed, 22 insertions(+), 1 deletion(-)
 create mode 100644 exps/NATS-algos/README.md

diff --git a/exps/NATS-algos/README.md b/exps/NATS-algos/README.md
new file mode 100644
index 0000000..3c367df
--- /dev/null
+++ b/exps/NATS-algos/README.md
@@ -0,0 +1,21 @@
+# NAS Algorithms evaluated in [NATS-Bench](https://arxiv.org/abs/2009.00437)
+
+The Python files in this folder are used to re-produce the results in ``NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size''.
+
+- `[search-size.py](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/search-size.py)` contains codes for weight-sharing-based search on the size search space.
+- `[search-cell.py](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/search-cell.py)` contains codes for weight-sharing-based search on the topology search space.
+- `[bohb.py](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/bohb.py)` contains the BOHB algorithm for both size and topology search spaces.
+
+## Citation
+
+If you find that this project helps your research, please consider citing the related paper:
+```
+@article{dong2021nats,
+  title   = {{NATS-Bench}: Benchmarking NAS Algorithms for Architecture Topology and Size},
+  author  = {Dong, Xuanyi and Liu, Lu and Musial, Katarzyna and Gabrys, Bogdan},
+  doi     = {10.1109/TPAMI.2021.3054824},
+  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
+  year    = {2021},
+  note    = {\mbox{doi}:\url{10.1109/TPAMI.2021.3054824}}
+}
+```
diff --git a/exps/algos/README.md b/exps/algos/README.md
index e929b83..91121ac 100644
--- a/exps/algos/README.md
+++ b/exps/algos/README.md
@@ -2,4 +2,4 @@
 
 The Python files in this folder are used to re-produce the results in our NAS-Bench-201 paper.
 
-We will upgrade the codes to be more general and extendable. The new codes are at [coming soon].
+We have upgraded the codes to be more general and extendable at [NATS-algos](https://github.com/D-X-Y/AutoDL-Projects/tree/main/exps/NATS-algos).