diff --git a/README.md b/README.md
index cb50e308..d2ffaa1f 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,5 @@
-
-
-
+
A Standard and Fair Time Series Forecasting Benchmark and Toolkit.
@@ -16,7 +14,8 @@
-BasicTS (**Basic** **T**ime **S**eries) is a PyTorch-based benchmark and toolbox for **time series forecasting** (TSF).
+
+$\text{BasicTS}^{+}$ (**Basic** **T**ime **S**eries **P**lus) is an enhanced benchmark and toolbox designed for time series forecasting. $\text{BasicTS}^{+}$ evolved from its predecessor, [BasicTS](https://github.com/zezhishao/BasicTS/tree/c3075025a5d20ef48da62fc85d05621f8f6b15ca), and now has robust support for spatial-temporal forecasting and long time-series forecasting as well as more general tasks, such as M4 competition. For brevity and consistency, we will interchangeably refer to this project as $\text{BasicTS}^{+}$ and $\text{BasicTS}$.
On the one hand, BasicTS utilizes a ***unified and standard pipeline*** to give a ***fair and exhaustive*** reproduction and comparison of popular deep learning-based models.
@@ -28,8 +27,6 @@ If you find this repository useful for your work, please consider citing it as [
## ✨ Highlighted Features
-BasicTS is developed based on [EasyTorch](https://github.com/cnstark/easytorch), an easy-to-use and powerful open-source neural network training framework.
-
### Fair Performance Review
Users can compare the performance of different models on arbitrary datasets fairly and exhaustively based on a unified and comprehensive pipeline.
@@ -70,7 +67,8 @@ BasicTS support a variety of datasets, including spatial-temporal forecasting, l
### Baselines
-BasicTS provides a wealth of built-in models, including both spatial-temporal forecasting models and long time-series forecasting models, e.g.,
+BasicTS implements a wealth of models, including classic models, spatial-temporal forecasting models, and long time-series forecasting model, e.g.,
+- HI, DeepAR, LightGBM, ...
- DCRNN, Graph WaveNet, MTGNN, STID, D2STGNN, STEP, DGCRN, DGCRN, STNorm, AGCRN, GTS, StemGNN, MegaCRN, STGCN, STWave, STAEformer, GMSDR, ...
- Informer, Autoformer, FEDformer, Pyraformer, DLinear, NLinear, Triformer, Crossformer, ...
diff --git a/assets/basicts+_logo.png b/assets/basicts+_logo.png
new file mode 100644
index 00000000..0d54e2be
Binary files /dev/null and b/assets/basicts+_logo.png differ
diff --git a/assets/basicts_logo2.png b/assets/basicts_logo2.png
deleted file mode 100644
index 14f7c89f..00000000
Binary files a/assets/basicts_logo2.png and /dev/null differ
diff --git a/assets/basicts_logo3.png b/assets/basicts_logo3.png
deleted file mode 100644
index 2d2acf29..00000000
Binary files a/assets/basicts_logo3.png and /dev/null differ