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Fix README typos in ULTRA (#764)
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* Fix typos in ultra/README.md

* Fix typo in the citation
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christianjans authored and Gamenot committed May 12, 2021
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## Unprotected Left Turn for Robust Agents

Ultra provides a gym-based environment using SMARTS for tackling intersection navigation and more specifically unprotected left turn.
ULTRA provides a gym-based environment using SMARTS to tackle intersection navigation, specifically the unprotected left turn.

Here is the summary of key features:
Key features:
- Customizable scenarios with different levels of difficulty.
- Analysis tools to evaluate traffic designs including low-mid-high densities.
- Tools to support analyzing social-vehicle behaviors.
Expand All @@ -27,15 +27,15 @@ Get started by choosing an option below.
- [Multi-agent Experiments in ULTRA](docs/multiagent.md)

### Citing ULTRA
For a longer introduction to ULTRA, including its purpose, concepts, and benchmarks, please see [ULTRA: A reinforcement learning generatlization benchmark for autonomous driving](https://ml4ad.github.io/files/papers2020/ULTRA:%20A%20reinforcement%20learning%20generalization%20benchmark%20for%20autonomous%20driving.pdf).
For a longer introduction to ULTRA, including its purpose, concepts, and benchmarks, please see [ULTRA: A reinforcement learning generalization benchmark for autonomous driving](https://ml4ad.github.io/files/papers2020/ULTRA:%20A%20reinforcement%20learning%20generalization%20benchmark%20for%20autonomous%20driving.pdf).

If you use ULTRA in your research, you can use to the following citation.
If you use ULTRA in your research, you can use the following citation.
```
@misc{elsayed20_ultra,
author = {Elsayed, Mohamed and Hassanzadeh, Kimia and Nguyen, Nhat M,
and Alban, Montgomery and Zhu, Xiru and Graves, Daniel and
Luo, Jun},
journal = {Machine Learning for Autonomous Driving Workshoo, Neural
journal = {Machine Learning for Autonomous Driving Workshop, Neural
Information Processing Systems},
title = {ULTRA: A reinforcement learning generalization benchmark
for autonomous driving},
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