TransformerLight: A Novel Sequence Modeling Based Traffic Signaling Mechanism via Gated Transformer-Reference-Cited by-同舟云学术

TransformerLight: A Novel Sequence Modeling Based Traffic Signaling Mechanism via Gated Transformer

Published:2023-08-04 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
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Author:

Wu Qiang¹^ORCID,Li Mingyuan²^ORCID,Shen Jun³^ORCID,Lü Linyuan⁴^ORCID,Du Bo³^ORCID,Zhang Ke²^ORCID

Affiliation:

1. University of Electronic Science and Technology of China, Chengdu, China

2. Beijing University of Posts and Telecommunications, Beijing, China

3. University of Wollongong, Wollongong, Australia

4. University of Science and Technology of China, Hefei, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3580305.3599530

Reference36 articles.

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2. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell etal 2020. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877--1901. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877--1901.

3. Toward A Thousand Lights: Decentralized Deep Reinforcement Learning for Large-Scale Traffic Signal Control

4. Lili Chen , Kevin Lu , Aravind Rajeswaran , Kimin Lee , Aditya Grover , Misha Laskin , Pieter Abbeel , Aravind Srinivas , and Igor Mordatch . 2021. Decision transformer: Reinforcement learning via sequence modeling. Advances in neural information processing systems , Vol. 34 , 15084--15097. Lili Chen, Kevin Lu, Aravind Rajeswaran, Kimin Lee, Aditya Grover, Misha Laskin, Pieter Abbeel, Aravind Srinivas, and Igor Mordatch. 2021. Decision transformer: Reinforcement learning via sequence modeling. Advances in neural information processing systems, Vol. 34, 15084--15097.

5. Seung-Bae Cools Carlos Gershenson and Bart D'Hooghe. 2013. Self-Organizing Traffic Lights: A Realistic Simulation. 45--55. Seung-Bae Cools Carlos Gershenson and Bart D'Hooghe. 2013. Self-Organizing Traffic Lights: A Realistic Simulation. 45--55.

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