diff --git a/README.md b/README.md
index 08de08b..a1b347b 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,9 @@
| 日期 | 标题 | 封面 | 时长 | 视频 |
-| -- | -- | -- | --: | -- |
+| --: | -- | -- | --: | -- |
+| 5/5/22 | [Pathways](https://arxiv.org/pdf/2203.12533.pdf) 逐段精读 |
| 1:02:13 | |
+| 4/28/22 | [视频理解论文串讲](https://arxiv.org/pdf/2012.06567.pdf)(下) |
| 1:08:32 | |
| 4/21/22 | [参数服务器(Parameter Server)](https://www.usenix.org/system/files/conference/osdi14/osdi14-paper-li_mu.pdf) 逐段精读 |
| 1:37:40 | [B站](https://www.bilibili.com/video/BV1YA4y197G8/) |
| 4/14/22 | [视频理解论文串讲](https://arxiv.org/pdf/2012.06567.pdf)(上) |
| 51:15 | [B站](https://www.bilibili.com/video/BV1fL4y157yA/) |
| 3/31/22 | [I3D](https://arxiv.org/pdf/1705.07750.pdf) 论文精读 |
| 52:31 | [B站](https://www.bilibili.com/video/BV1tY4y1p7hq/), [YouTube](https://youtu.be/9lIkKiAn6uE) |
diff --git a/imgs/pathways.jpg b/imgs/pathways.jpg
new file mode 100644
index 0000000..feec419
Binary files /dev/null and b/imgs/pathways.jpg differ
diff --git a/imgs/video-survey-p2.jpg b/imgs/video-survey-p2.jpg
new file mode 100644
index 0000000..1cd3cd6
Binary files /dev/null and b/imgs/video-survey-p2.jpg differ