High-level decision making for automated highway driving via behavior cloning

L Wang, C Fernandez, C Stiller - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… In this paper, we propose a behavior cloning concept for learning high-level decisions from
recorded trajectories of real traffic. We summarized and gave a clear definition of the main …

Patented intelligence: Cloning human decision models for Industry 4.0

V Terziyan, S Gryshko, M Golovianko - Journal of manufacturing systems, 2018 - Elsevier
… (or cloning) of a human decision-making behavior, we show … human presence in the
decision-making. The industrial … -known human decision makers and making such models …

Behavioral cloning from observation

F Torabi, G Warnell, P Stone - arXiv preprint arXiv:1805.01954, 2018 - arxiv.org
… We cast this problem as one of behavioral cloning, ie, given a set of state-action tuples {(si,
ai)}, the problem of learning an imitation policy becomes that of finding the parameter φ for …

Implicit predictive behavior cloning for autonomous driving decision-making in urban traffic

X Wang, C Wei, H Tian, W Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
… research such as decisionmaking and predicted information reasoning. Unlike explicit
behavior cloning strategies, we propose a method based on implicit behavior cloning that is not …

Learning to drive by imitation: An overview of deep behavior cloning methods

AO Ly, M Akhloufi - IEEE Transactions on Intelligent Vehicles, 2020 - ieeexplore.ieee.org
… However, one of the most challenging task with end-to-end deep driving models remains
explainability in decision making despite this being an open area of research in deep learning. …

Exploring reflective limitation of behavior cloning in autonomous vehicles

MH Nazeri, M Bohlouli - 2021 IEEE International Conference …, 2021 - ieeexplore.ieee.org
decision accuracy and safety [14]. In this work, concerning the safety of other traffic participants,
we propose a hierarchical behavior cloning … by indicating the decisionmaking window for …

Exploring the limitations of behavior cloning for autonomous driving

F Codevilla, E Santana, AM López… - Proceedings of the …, 2019 - openaccess.thecvf.com
… scalability and limitations of behavior cloning. We show that behavior cloning leads to state-of…
However, we confirm some limitations of the behavior cloning approach: some wellknown …

Towards digital cognitive clones for the decision-makers: adversarial training experiments

M Golovianko, S Gryshko, V Terziyan… - Procedia Computer …, 2021 - Elsevier
… learning environment for cognitive cloning of critical decisionmaking for Industry 4.0. The …
situations aiming to confuse the clone that learns to find decisions correctly with respect to the …

Evolving models of player decision making: Personas versus clones

C Holmgård, A Liapis, J Togelius… - Entertainment Computing, 2016 - Elsevier
… Next, we investigate the differences between how well personas and clones agree with
player decision making styles. In the following analyses, specialized agents are omitted as they …

[PDF][PDF] A Framework for Behavioural Cloning.

M Bain, C Sammut - Machine Intelligence 15, 1995 - cse.unsw.edu.au
… The method used is behavioural cloning, where the logged data from skilled, human … such
behavioural clones, but suffered from several drawbacks, namely, that the clones were brittle …