[HTML][HTML] Social Learning for Sequential Driving Dilemmas

X Chen, X Di, Z Li - Games, 2023 - mdpi.com
Autonomous driving (AV) technology has elicited discussion on social dilemmas where
trade-offs between individual preferences, social norms, and collective interests may impact …

Altruistic Decision-Making for Autonomous Driving with Sparse Rewards

J Geary, H Gouk - arXiv preprint arXiv:2007.07182, 2020 - arxiv.org
In order to drive effectively, a driver must be aware of how they can expect other vehicles'
behaviour to be affected by their decisions, and also how they are expected to behave by …

Social learning in Markov games: Empowering autonomous driving

X Chen, Z Li, X Di - 2022 IEEE Intelligent Vehicles Symposium …, 2022 - ieeexplore.ieee.org
In a multi-agent system (MAS), a social learning scheme allows independent agents to learn
through interactions with agents randomly selected from a pool. Such a scheme is important …

Social coordination and altruism in autonomous driving

B Toghi, R Valiente, D Sadigh… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Despite the advances in the autonomous driving domain, autonomous vehicles (AVs) are
still inefficient and limited in terms of cooperating with each other or coordinating with …

Social behavior for autonomous vehicles

W Schwarting, A Pierson… - Proceedings of the …, 2019 - National Acad Sciences
Deployment of autonomous vehicles on public roads promises increased efficiency and
safety. It requires understanding the intent of human drivers and adapting to their driving …

Multi-behavior Learning for Socially Compatible Autonomous Driving

S Jayawardana, V Jayawardana… - 2023 IEEE 26th …, 2023 - ieeexplore.ieee.org
Autonomous vehicles (AVs) have the potential to revolutionize transportation, but their
effective integration into the real world requires addressing the challenge of interacting with …

Empirical Game Theoretic Models for Autonomous Driving: Methods and Applications

A Sarkar - 2022 - uwspace.uwaterloo.ca
In recent years, there has been enormous public interest in autonomous vehicles (AV), with
more than 80 billion dollars invested in self-driving car technology. However, for the …

Resolving conflict in decision-making for autonomous driving

J Geary, S Ramamoorthy, H Gouk - arXiv preprint arXiv:2009.06394, 2020 - arxiv.org
Recent work on decision making and planning for autonomous driving has made use of
game theoretic methods to model interaction between agents. We demonstrate that methods …

Learning how to dynamically route autonomous vehicles on shared roads

DA Lazar, E Bıyık, D Sadigh, R Pedarsani - Transportation research part C …, 2021 - Elsevier
Road congestion induces significant costs across the world, and road network disturbances,
such as traffic accidents, can cause highly congested traffic patterns. If a planner had control …

The green choice: Learning and influencing human decisions on shared roads

E Bıyık, DA Lazar, D Sadigh… - 2019 IEEE 58th …, 2019 - ieeexplore.ieee.org
Autonomous vehicles have the potential to increase the capacity of roads via platooning,
even when human drivers and autonomous vehicles share roads. However, when users of a …