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+# 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
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 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).