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yangkaia123's Projects

apollo icon apollo

An open autonomous driving platform

automotivesaferl icon automotivesaferl

Training and evaluation scripts for applying formal methods and reinforcement learning to autonomous driving problems.

carla icon carla

Open-source simulator for autonomous driving research.

carla-rl icon carla-rl

Reinforcement Learning Agents Trained in the CARLA Simulator

carla_ilqr_mpc icon carla_ilqr_mpc

Implementation of the real-time MPC based on iLQR in Carla simulator

charlesscripts icon charlesscripts

My awesome scripts for Arch Linux or Ubuntu Gnome latest LTS or MacBook.

conv-social-pooling icon conv-social-pooling

Code for model proposed in: Nachiket Deo and Mohan M. Trivedi,"Convolutional Social Pooling for Vehicle Trajectory Prediction." CVPRW, 2018

dipp icon dipp

Differentiable Integrated Prediction and Planning Framework for Urban Autonomous Driving https://mczhi.github.io/DIPP/

dnmpc-platooning icon dnmpc-platooning

The code for the project Distributed Nonlinear Model Predictive Control (DNMPC) for vehicle platooning

dual_control_hri icon dual_control_hri

Implementation of implicit dual control-based active uncertainty learning for human-robot interaction.

go-mpc icon go-mpc

This repository will contain the code used for the IEEE RA-L + ICRA 2021 publication: "Where to go next: Learning a Subgoal Recommendation Policy for Navigation Among Pedestrians"

highway-env icon highway-env

A minimalist environment for decision-making in autonomous driving

interp-e2e-driving icon interp-e2e-driving

Interpretable End-to-end Urban Autonomous Driving with Latent Deep Reinforcement Learning

lc_ngsim icon lc_ngsim

lane change trajectories extracted from NGSIM

macad-gym icon macad-gym

Multi-Agent Connected Autonomous Driving (MACAD) Gym environments for Deep RL. Code for the paper presented in the Machine Learning for Autonomous Driving Workshop at NeurIPS 2019:

mava icon mava

A library of multi-agent reinforcement learning components and systems

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