diff --git a/exps/NATS-algos/README.md b/exps/NATS-algos/README.md
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--- a/exps/NATS-algos/README.md
+++ b/exps/NATS-algos/README.md
@@ -2,9 +2,12 @@
 
 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.
+- [`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.
+- [`random_wo_share.py`](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/random_wo_share.py) contains the random search algorithm for both search spaces.
+- [`regularized_ea.py`](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/regularized_ea.py) contains the REA algorithm for both search spaces.
+- [`reinforce.py`](https://github.com/D-X-Y/AutoDL-Projects/blob/main/exps/NATS-algos/reinforce.py) contains the REINFORCE algorithm for both search spaces.
 
 ## Citation