2024
Improving Agent Behaviors with RL Fine-Tuning for Autonomous Driving.
Proceedings of the Computer Vision - ECCV 2024, 2024

2023
The Waymo Open Sim Agents Challenge.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Waymax: An Accelerated, Data-Driven Simulator for Large-Scale Autonomous Driving Research.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2020
Imitative Planning using Conditional Normalizing Flow.
CoRR, 2020

The Importance of Prior Knowledge in Precise Multimodal Prediction.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2020

SpAGNN: Spatially-Aware Graph Neural Networks for Relational Behavior Forecasting from Sensor Data.
Proceedings of the 2020 IEEE International Conference on Robotics and Automation, 2020

Implicit Latent Variable Model for Scene-Consistent Motion Forecasting.
Proceedings of the Computer Vision - ECCV 2020, 2020

2019
Spatially-Aware Graph Neural Networks for Relational Behavior Forecasting from Sensor Data.
CoRR, 2019

2018
Generalizing Informed Sampling for Asymptotically-Optimal Sampling-Based Kinodynamic Planning via Markov Chain Monte Carlo.
Proceedings of the 2018 IEEE International Conference on Robotics and Automation, 2018