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update website
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RLuke22 committed Oct 4, 2024
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2 changes: 1 addition & 1 deletion _config.yml
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title: "CtRL-Sim: Reactive and Controllable Driving Agents with Offline Reinforcement Learning"
description: A framework that leverages offline reinforcement learning for controllable closed-loop simulation.<br>Work by <a href="https://github.com/RLuke22">Luke Rowe</a>, <a href="https://mila.quebec/en/person/roger-girgis/">Roger Girgis</a>, <a href="https://www.linkedin.com/in/anthony-gosselin-098b7a1a1/?originalSubdomain=ca">Anthony Gosselin</a>, <a href="https://mila.quebec/en/person/bruno-carrez/">Bruno Carrez</a>, <a href="https://fgolemo.github.io/">Florian Golemo</a>, <a href="https://www.cs.princeton.edu/~fheide/">Felix Heide<a/>, <a href="https://liampaull.ca/">Liam Paull</a>, <a href="https://sites.google.com/view/christopher-pal">Christopher Pal</a>
description: A framework that leverages offline reinforcement learning for controllable closed-loop simulation.<br> CoRL 2024 <br>Work by <a href="https://github.com/RLuke22">Luke Rowe</a>, <a href="https://mila.quebec/en/person/roger-girgis/">Roger Girgis</a>, <a href="https://www.linkedin.com/in/anthony-gosselin-098b7a1a1/?originalSubdomain=ca">Anthony Gosselin</a>, <a href="https://mila.quebec/en/person/bruno-carrez/">Bruno Carrez</a>, <a href="https://fgolemo.github.io/">Florian Golemo</a>, <a href="https://www.cs.princeton.edu/~fheide/">Felix Heide<a/>, <a href="https://liampaull.ca/">Liam Paull</a>, <a href="https://sites.google.com/view/christopher-pal">Christopher Pal</a>
theme: jekyll-theme-cayman
links:
arxiv: https://arxiv.org/abs/2403.19918
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12 changes: 6 additions & 6 deletions index.md
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Expand Up @@ -134,7 +134,7 @@ At inference time, we leverage exponential tilting to control the agent behaviou

![](multi-agent-sim-website.gif)

CtRL-Sim can faithfully imitate the multi-agent driving behaviours found in the Waymo dataset. The teal agents are controlled by CtRL-Sim, and other agents in pink are set to log-replay.
CtRL-Sim can faithfully imitate the multi-agent driving behaviours found in the Waymo dataset. The teal agents are controlled by CtRL-Sim, and other agents in beige are set to log-replay.

![](veh-veh-tilting-website.gif)

Expand All @@ -144,9 +144,9 @@ Exponential tilting enables control over the generation of realistic vehicle-veh

@inproceedings{
rowe2024ctrlsim,
title={CtRL-Sim: Reactive and Controllable Driving Agents with Offline Reinforcement Learning},
author={Luke Rowe and Roger Girgis and Anthony Gosselin and Bruno Carrez and Florian Golemo and Felix Heide and Liam Paull and Christopher Pal},
journal={arXiv},
volume={2403.19918},
year={2024}
title={Ct{RL}-Sim: Reactive and Controllable Driving Agents with Offline Reinforcement Learning},
author={Luke Rowe and Roger Girgis and Anthony Gosselin and Bruno Carrez and Florian Golemo and Felix Heide and Liam Paull and Christopher Pal},
booktitle={8th Annual Conference on Robot Learning},
year={2024},
url={https://openreview.net/forum?id=MfIUKzihC8}
}

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