diff --git a/README.md b/README.md
index b75939c2e..bffce5220 100644
--- a/README.md
+++ b/README.md
@@ -53,7 +53,7 @@ For detailed usage and parameters, read [DP-GEN documentation](https://docs.deep
 
 * [Tutorials](https://tutorials.deepmodeling.com/en/latest/Tutorials/DP-GEN/): basic tutorials for DP-GEN.
 * [Examples](examples): input files in [JSON](https://docs.python.org/3/library/json.html) format.
-* [Publications](https://deepmodeling.com/blog/papers/dpgen/): Published research articles using DP-GEN.
+* [Publications](https://blogs.deepmodeling.com/papers/dpgen/): Published research articles using DP-GEN.
 * [User guide](https://docs.deepmodeling.com/projects/dpgen/en/latest/user-guide/): frequently asked questions listed in troubleshooting.
 
 ## License
diff --git a/doc/index.rst b/doc/index.rst
index e8eb8b380..11a158050 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -31,7 +31,7 @@ DPGEN's documentation
    :glob:
 
    Tutorials <https://tutorials.deepmodeling.com/en/latest/Tutorials/DP-GEN/>
-   Publications <https://deepmodeling.com/blog/papers/dpgen/>
+   Publications <https://blogs.deepmodeling.com/papers/dpgen/>
 
 .. _user-guide:
 
diff --git a/doc/init/init-bulk-jdata.rst b/doc/init/init-bulk-jdata.rst
index 1cfccfdf5..6d1e16295 100644
--- a/doc/init/init-bulk-jdata.rst
+++ b/doc/init/init-bulk-jdata.rst
@@ -2,7 +2,7 @@ dpgen init_bulk parameters
 ======================================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-init-bulk>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-init-bulk>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.data.arginfo
diff --git a/doc/init/init-bulk-mdata.rst b/doc/init/init-bulk-mdata.rst
index 63958089b..a721d9984 100644
--- a/doc/init/init-bulk-mdata.rst
+++ b/doc/init/init-bulk-mdata.rst
@@ -2,7 +2,7 @@ dpgen init_bulk machine parameters
 ==================================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-init-bulk-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-init-bulk-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.data.arginfo
diff --git a/doc/init/init-reaction-jdata.rst b/doc/init/init-reaction-jdata.rst
index 829b9f955..6b17cb662 100644
--- a/doc/init/init-reaction-jdata.rst
+++ b/doc/init/init-reaction-jdata.rst
@@ -2,7 +2,7 @@ dpgen init_reaction parameters
 ======================================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-init-reaction>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-init-reaction>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.data.arginfo
diff --git a/doc/init/init-reaction-mdata.rst b/doc/init/init-reaction-mdata.rst
index 42254a653..2d7426b9c 100644
--- a/doc/init/init-reaction-mdata.rst
+++ b/doc/init/init-reaction-mdata.rst
@@ -2,7 +2,7 @@ dpgen init_reaction machine parameters
 ======================================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-init-reaction-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-init-reaction-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.data.arginfo
diff --git a/doc/init/init-surf-jdata.rst b/doc/init/init-surf-jdata.rst
index c46bfc893..86bbe93a2 100644
--- a/doc/init/init-surf-jdata.rst
+++ b/doc/init/init-surf-jdata.rst
@@ -2,7 +2,7 @@ dpgen init_surf parameters
 ======================================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-init-surf>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-init-surf>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.data.arginfo
diff --git a/doc/init/init-surf-mdata.rst b/doc/init/init-surf-mdata.rst
index 361308361..3b88266ab 100644
--- a/doc/init/init-surf-mdata.rst
+++ b/doc/init/init-surf-mdata.rst
@@ -2,7 +2,7 @@ dpgen init_surf machine parameters
 ==================================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-init-surf-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-init-surf-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.data.arginfo
diff --git a/doc/overview/code-structure.md b/doc/overview/code-structure.md
index b8be78b42..4593c9b2f 100644
--- a/doc/overview/code-structure.md
+++ b/doc/overview/code-structure.md
@@ -19,7 +19,7 @@ Let's look at the home page of DP-GEN. https://github.com/deepmodeling/dpgen
 - `tests` : unittest tools for developers.
 - `examples`: templates for PARAM and MACHINE files for different software, versions and tasks.
 For details of the parameters in PARAM, you can refer to `TASK parameters` chapters in this document.
-If you are confused about how to set up a JSON file, you can also use [dpgui](https://mobile.deepmodeling.com/dpgui/)
+If you are confused about how to set up a JSON file, you can also use [dpgui](https://mobile.dpgui.deepmodeling.com/)
 
 Most of the code related to DP-GEN functions is in the `dpgen` directory. Open the `dpgen` directory, and we can see
 ````
diff --git a/doc/run/mdata.rst b/doc/run/mdata.rst
index 1ce5dde35..f06109bb5 100644
--- a/doc/run/mdata.rst
+++ b/doc/run/mdata.rst
@@ -1,7 +1,7 @@
 dpgen run machine parameters
 ============================
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.generator.arginfo
diff --git a/doc/run/param.rst b/doc/run/param.rst
index cdbb2dde7..74772253e 100644
--- a/doc/run/param.rst
+++ b/doc/run/param.rst
@@ -3,7 +3,7 @@ dpgen run param parameters
 =============================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-run>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-run>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.generator.arginfo
diff --git a/doc/simplify/simplify-jdata.rst b/doc/simplify/simplify-jdata.rst
index d98a64b26..39360ce79 100644
--- a/doc/simplify/simplify-jdata.rst
+++ b/doc/simplify/simplify-jdata.rst
@@ -2,7 +2,7 @@ dpgen simplify parameters
 =========================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-simplify>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-simplify>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.simplify.arginfo
diff --git a/doc/simplify/simplify-mdata.rst b/doc/simplify/simplify-mdata.rst
index 0008e0926..d34bef1ca 100644
--- a/doc/simplify/simplify-mdata.rst
+++ b/doc/simplify/simplify-mdata.rst
@@ -2,7 +2,7 @@ dpgen simplify machine parameters
 =================================
 
 .. note::
-   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://deepmodeling.com/dpgui/input/dpgen-simplify-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
+   One can load, modify, and export the input file by using our effective web-based tool `DP-GUI <https://dpgui.deepmodeling.com/input/dpgen-simplify-machine>`_ online or hosted using the :ref:`command line interface <cli>` :code:`dpgen gui`. All parameters below can be set in DP-GUI. By clicking "SAVE JSON", one can download the input file.
 
 .. dargs::
    :module: dpgen.simplify.arginfo