Thank you for participating in the workshop!

Here is the full workshop recording. If you are looking for a link to a particular talk, you can find it in the schedule below.

About the Workshop

This workshop aims to foster communication around current paradigms for autonomous vehicles. While we see sufficient maturity in all parts of the classical self-driving stack, their combined performance leaves room for improvement. In the past years, ML-first solutions have been showing promising results, not only in simulation or simplified scenarios, but also in real-world, complex environments. We want to open up the discussion on the challenges that need to be solved in order to enable the next generation of AVs and to encourage new ideas regarding their scalability and safety.

Speakers

Schedule

All events will be held in the Pennsylvania Convention Center, Room 118 B. All times are in Eastern Time (ET).

Accepted Papers

Sociotechnical Specification for the Broader Impacts of Autonomous Vehicles

Thomas Gilbert, Aaron Snoswell, Michael Dennis, Rowan McAllister, Cathy Wu

Paper | Poster | Video

Uncertainty Estimation for Cross-dataset Performance in Trajectory Prediction

Thomas Gilles, Stefano Sabatini, Dzmitry Tsishkou, Bogdan Stanciulescu, Fabien Moutarde

Paper | Poster | Video

Exploring Map-based Features for Efficient Attention-based Vehicle Motion Prediction

Carlos Gómez-Huélamo, Marcos V. Conde, Miguel Ortiz

Paper | Poster | Video

Coordinated Multi-Agent Motion Planning via Imitation Learning

Andrei Ivanovic, Rowan McAllister, Ashkan Mirzaei, Igor Gilitschenski

Paper | Poster | Video

Towards Transferable Interactive Policies for Automated Driving with Hidden Parameter Block MDPs

Danial Kamran, Etienne Bührle

Paper | Poster | Video

Parametric Control Barrier Functions based Adaptive Safe Control for Heterogeneous Autonomous Vehicles

Yiwei Lyu, Wenhao Luo, John Dolan

Paper | Poster | Video

Is Anyone There? Learning a Planner Contingent on Perceptual Uncertainty

Charles Packer, Nicholas Rhinehart, Rowan McAllister, Matthew Wright, Xin Wang, Jeff He, Sergey Levine, Joseph Gonzalez

Paper | Poster | Video

Learning and Predicting Multimodal Vehicle Action Distributions in a Unified Probabilistic Model Without Labels

Charles Richter, Patrick Barragan, Sertac Karaman

Paper | Poster

Estimation of Appearance and Occupancy Information in Bird’s Eye View from Surround Monocular Images

Sarthak Sharma, Unnikrishnan Nair, Udit Singh Parihar, Midhun Menon, Srikanth Vidapanakal

Paper | Poster | Video

LiDAR-as-Camera for End-to-End Driving

Ardi Tampuu, Tambet Matiisen, Romet Aidla

Paper | Poster | Video

Group Distributionally Robust Reinforcement Learning

Mengdi Xu, Peide Huang, Visak Kumar, Jielin Qiu, Chao Fang, Kuan-Hui Lee, Xuewei Qi, Henry Lam, Bo Li, Ding Zhao

Paper | Poster | Video

Organizers

Program Committee

Location

Room 118-B

Pennsylvania Convention Center

1101 Arch St, Philadelphia, PA 19107, United States (map)

Contact

icra2022av@googlegroups.com

Sponsors

Thanks to Wayve for sponsoring the virtual poster session on Gathertown.