Andy Barto

27.1k total citations · 1 hit paper
5 papers, 19.0k citations indexed

About

Andy Barto is a scholar working on Artificial Intelligence, Automotive Engineering and Industrial and Manufacturing Engineering. According to data from OpenAlex, Andy Barto has authored 5 papers receiving a total of 19.0k indexed citations (citations by other indexed papers that have themselves been cited), including 2 papers in Artificial Intelligence, 1 paper in Automotive Engineering and 1 paper in Industrial and Manufacturing Engineering. Recurrent topics in Andy Barto's work include Vehicle Routing Optimization Methods (1 paper), Transportation and Mobility Innovations (1 paper) and Reinforcement Learning in Robotics (1 paper). Andy Barto is often cited by papers focused on Vehicle Routing Optimization Methods (1 paper), Transportation and Mobility Innovations (1 paper) and Reinforcement Learning in Robotics (1 paper). Andy Barto collaborates with scholars based in . Andy Barto's co-authors include Richard S. Sutton, Michael T. Rosenstein, Donald C. Wunsch, Jennie Si, Andrew G. Barto, Warren B. Powell, Theodore J. Perkins and Robert N. Moll and has published in prestigious journals such as IEEE Transactions on Neural Networks and PubMed.

In The Last Decade

Andy Barto

5 papers receiving 18.5k citations

Hit Papers

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What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

Reinforcement Learning: An Introduction

1998 18.8k citations Richard S. Sutton, Andy Barto IEEE Transactions on Neural Networks profile →

Author Peers

Peers are selected by citation overlap in the author's most active subfields. citations · hero ref

Author						Papers	Cites
Andy Barto	7.4k	3.7k	3.6k	3.5k	2.5k	5	19.0k
Shane Legg	7.8k 1.0×	3.8k 1.0×	3.3k 0.9×	3.4k 1.0×	859 0.3×	22	18.0k
Timothy Lillicrap	12.4k 1.7×	4.7k 1.3×	3.8k 1.1×	2.4k 0.7×	2.2k 0.9×	60	25.0k
Andrew G. Barto	9.6k 1.3×	2.2k 0.6×	3.4k 0.9×	1.9k 0.6×	4.0k 1.6×	169	18.6k
Riccardo Poli	10.0k 1.4×	4.1k 1.1×	3.5k 1.0×	1.9k 0.5×	1.1k 0.4×	252	23.3k
Andreas Fidjeland	7.4k 1.0×	3.9k 1.1×	3.3k 0.9×	3.3k 0.9×	906 0.4×	16	17.4k
Martin Riedmiller	10.2k 1.4×	4.4k 1.2×	4.3k 1.2×	3.7k 1.1×	998 0.4×	90	23.2k
Georg Ostrovski	8.8k 1.2×	4.2k 1.1×	3.6k 1.0×	3.6k 1.0×	917 0.4×	10	19.4k
Joel Veness	10.6k 1.4×	4.0k 1.1×	3.5k 1.0×	3.6k 1.0×	986 0.4×	23	21.5k
Arthur Guez	9.4k 1.3×	3.0k 0.8×	2.3k 0.6×	1.8k 0.5×	994 0.4×	17	18.1k
Stig Petersen	7.6k 1.0×	3.8k 1.0×	3.3k 0.9×	3.3k 1.0×	776 0.3×	6	19.6k

Countries citing papers authored by Andy Barto

Since Specialization

Citations

This map shows the geographic impact of Andy Barto's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Andy Barto with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Andy Barto more than expected).

Fields of papers citing papers by Andy Barto

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Andy Barto. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Andy Barto. The network helps show where Andy Barto may publish in the future.

Co-authorship network of co-authors of Andy Barto

This figure shows the co-authorship network connecting the top 25 collaborators of Andy Barto. A scholar is included among the top collaborators of Andy Barto based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Andy Barto. Andy Barto is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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5 of 5 papers shown

1.

Rosenstein, Michael T., Andrew G. Barto, Jennie Si, et al.. (2012). Supervised Actor-Critic Reinforcement Learning. 359–380. 48 indexed citations

2.

Rosenstein, Michael T. & Andy Barto. (2002). Supervised Learning Combined with an Actor-Critic Architecture TITLE2:. 11 indexed citations

3.

Sutton, Richard S. & Andy Barto. (1998). Reinforcement Learning: An Introduction. IEEE Transactions on Neural Networks. 9(5). 1054–1054. 18786 indexed citations breakdown →

4.

Moll, Robert N., Andy Barto, Theodore J. Perkins, & Richard S. Sutton. (1997). Reinforcement and Local Searc: A Case Study TITLE2:. 1 indexed citations

5.

Barto, Andy. (1985). Learning by statistical cooperation of self-interested neuron-like computing elements.. PubMed. 4(4). 229–56. 122 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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