HighwayLLM: Decision-Making and Navigation in Highway Driving with RL-Informed Language Model

Markovian decision processes

Richard Bellman · 1977

Earlier work this paper cites.

General lane-changing model mobil for car-following models

Arne Kesting, Martin Treiber, and Dirk Helbing · 2007

Earlier work this paper cites.

Lane-change fuzzy control in autonomous vehicles for the overtaking maneuver

Jose E Naranjo, Carlos Gonzalez, Ricardo Garcia, and Teresa De Pedro · 2008

Earlier work this paper cites.

Deep neural network language models

Ebru Arisoy, Tara N Sainath, Brian Kingsbury, and Bhuvana Ramabhadran · 2012

Earlier work this paper cites.

Playing atari with deep reinforcement learning

Original

Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, and Martin Riedmiller · 2013

Earlier work this paper cites.

Attention is all you need

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017

Earlier work this paper cites.

Bert: Pre-training of deep bidirectional transformers for language understanding

Original

Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2018

Earlier work this paper cites.

Improving language understanding by generative pre-training

Alec Radford, Karthik Narasimhan, Tim Salimans, Ilya Sutskever, et al · 2018

Earlier work this paper cites.

The highd dataset: A drone dataset of naturalistic vehicle trajectories on german highways for validation of highly automated driving systems

Robert Krajewski, Julian Bock, Laurent Kloeker, and Lutz Eckstein · 2018

Earlier work this paper cites.

Automated lane change decision making using deep reinforcement learning in dynamic and uncertain highway environment

Ali Alizadeh, Majid Moghadam, Yunus Bicer, Nazim Kemal Ure, Ugur Yavas, and Can Kurtulus · 2019

Cited alongside, same era.

Driving decision and control for automated lane change behavior based on deep reinforcement learning

Tianyu Shi, Pin Wang, Xuxin Cheng, Ching-Yao Chan, and Ding Huang · 2019

Cited alongside, same era.

Combining planning and deep reinforcement learning in tactical decision making for autonomous driving

Carl-Johan Hoel, Katherine Driggs-Campbell, Krister Wolff, Leo Laine, and Mykel J Kochenderfer · 2019

Cited alongside, same era.

Billion-scale similarity search with gpus

Jeff Johnson, Matthijs Douze, and Hervé Jégou · 2019

Cited alongside, same era.

Lane-change initiation and planning approach for highly automated driving on freeways

Salar Arbabi, Shilp Dixit, Ziyao Zheng, David Oxtoby, Alexandros Mouzakitis, and Saber Fallah · 2020

Cited alongside, same era.

Prediction based decision making for autonomous highway driving

Mustafa Yildirim, Sajjad Mozaffari, Luc McCutcheon, Mehrdad Dianati, Alireza Tamaddoni-Nezhad, and Saber Fallah · 2022

Later among the works it cites.

End-to-end deep learning control for autonomous vehicles

Sampo Juhani Kuutti · 2022

Later among the works it cites.

Interpreting black-box models: A review on explainable artificial intelligence. cognitive computation, 2023

V Hassija, V Chamola, A Mahapatra, A Singal, D Goel, K Huang, S Scardapane, I Spinelli, M Mahmud, and A Hussain · 2023

Later among the works it cites.

Llama: Open and efficient foundation language models

Original

Hugo Touvron, Thibaut Lavril, Gautier Izacard, Xavier Martinet, Marie-Anne Lachaux, Timothée Lacroix, Baptiste Rozière, Naman Goyal, Eric Hambro, Faisal Azhar, et al · 2023

Later among the works it cites.

Mistral 7b

Original

Albert Q Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, et al · 2023