Social coordination and altruism in autonomous driving

B Toghi, R Valiente, D Sadigh… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… competitive driving scenarios. We compare egoistic AVs to our altruistic autonomous agents
in … to improvement in the number of successful merges and the overall traffic flow and safety. …

Social behavior for autonomous vehicles

W Schwarting, A Pierson… - Proceedings of the …, 2019 - National Acad Sciences
… However, we know that human drivers often brake for others in an act of altruism or … must
coordinate their actions for safe and efficient joint maneuvers. Other examples include resource …

Learning-based social coordination to improve safety and robustness of cooperative autonomous vehicles in mixed traffic

R Valiente, B Toghi, M Razzaghpour… - Machine Learning and …, 2023 - Springer
autonomy traffic, we identify two fundamental problems. First, human drivers differ considerably
in their individual traits and social … that altruistic AVs learn to leverage social coordination

Human-like decision making for autonomous driving with social skills

C Zhao, D Chu, Z Deng, L Lu - IEEE Transactions on Intelligent …, 2024 - ieeexplore.ieee.org
… the degree of altruism in autonomous driving, aiming to facilitate collaboration when human
coordinated learning for autonomous driving in highways based on dynamic coordination

Towards socially responsive autonomous vehicles: A reinforcement learning framework with driving priors and coordination awareness

J Liu, D Zhou, P Hang, Y Ni… - … on Intelligent Vehicles, 2023 - ieeexplore.ieee.org
… learning framework that considers driving priors and Social Coordination Awareness (SCA) …
Value Orientation (SVO) to quantify the spectrum of an agent’s self-interest and altruism, …

Cooperative autonomous vehicles that sympathize with human drivers

B Toghi, R Valiente, D Sadigh… - 2021 IEEE/RSJ …, 2021 - ieeexplore.ieee.org
coordination. We demonstrate a significant improvement in both safety and traffic-level
metrics as a result of this altruistic … , “Social coordination and altruism in autonomous driving,” …

Altruistic maneuver planning for cooperative autonomous vehicles using multi-agent advantage actor-critic

B Toghi, R Valiente, D Sadigh, R Pedarsani… - arXiv preprint arXiv …, 2021 - arxiv.org
… planning problem for autonomous vehicles and investigate how a decentralized reward
structure can induce altruism in their … Social coordination and altruism in autonomous driving. …

Robustness and adaptability of reinforcement learning-based cooperative autonomous driving in mixed-autonomy traffic

R Valiente, B Toghi, R Pedarsani… - IEEE Open Journal of …, 2022 - ieeexplore.ieee.org
… Our goal is to study driving scenarios where the absence of coordination by the AVs compromises
… egoism and altruism as social preferences, and identify an egoistic driver as a selfish …

Emergence and collapse of reciprocity in semiautomatic driving coordination experiments with humans

H Shirado, S Kasahara… - Proceedings of the …, 2023 - National Acad Sciences
… We show that autobraking assistance increases human altruism, … a game-theory model of
social coordination, the chicken game (… “socially” in hybrid systems, such as autonomous cars

[HTML][HTML] Pro-social control of connected automated vehicles in mixed-autonomy multi-lane highway traffic

J Larsson, MF Keskin, B Peng, B Kulcsár… - Communications in …, 2021 - Elsevier
coordinated following social values known for human drivers… environment altruistic and
pro-social control/coordination … pro-social coordination of mixed autonomy vehicles with model …