diff --git a/README.md b/README.md
index 9623a28..bdc941e 100644
--- a/README.md
+++ b/README.md
@@ -53,6 +53,10 @@ Dive into our demos to see the agent skillfully navigating challenges and ensuri
+# The Power of Intention Sharing
+
+*Human drivers use turn signals to inform their intentions of turning left or right. Autonomous vehicles can do the same!* Our experiment have demonstrated that through sharing intention, the policy learning is much easier! Specifically, a policy without knowing other agents' intentions can be conservative in our crossroad tasks; while intention sharing allows the agents to find the proper timing to cut in the traffic flow.
+
Sharing waypoints vs. Without sharing waypoints |
@@ -64,17 +68,6 @@ Dive into our demos to see the agent skillfully navigating challenges and ensuri
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- Visualization |
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- ![](./.assets/visualization.png) |
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-![CarDreamer](.assets/architecture.png)
-
# 📋 Prerequisites
@@ -104,6 +97,21 @@ flit install --symlink
Find ``README.md`` in the corresponding directory of the algorithm you want to use and follow the instructions.
+# Visualization Server
+
+We stream observations, rewards, terminal conditions, and custom metrics to a web brwoser at `carla port + 7000` in real-time, making it easier to engineer rewards and debug.
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+
+
+ Visualization Server |
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+
+ ![](./.assets/visualization.png) |
+
+
+
+![CarDreamer](.assets/architecture.png)
+
# Citation
If you find this repository useful, please cite this paper: