Beren Millidge

1.0k total citations
19 papers, 241 citations indexed

About

Beren Millidge is a scholar working on Cognitive Neuroscience, Electrical and Electronic Engineering and Cellular and Molecular Neuroscience. According to data from OpenAlex, Beren Millidge has authored 19 papers receiving a total of 241 indexed citations (citations by other indexed papers that have themselves been cited), including 17 papers in Cognitive Neuroscience, 4 papers in Electrical and Electronic Engineering and 2 papers in Cellular and Molecular Neuroscience. Recurrent topics in Beren Millidge's work include Neural dynamics and brain function (14 papers), Embodied and Extended Cognition (4 papers) and Advanced Memory and Neural Computing (4 papers). Beren Millidge is often cited by papers focused on Neural dynamics and brain function (14 papers), Embodied and Extended Cognition (4 papers) and Advanced Memory and Neural Computing (4 papers). Beren Millidge collaborates with scholars based in United Kingdom, Austria and United States. Beren Millidge's co-authors include Christopher L. Buckley, Alexander Tschantz, Rafał Bogacz, Karl Friston, Tommaso Salvatori, Yuhang Song, Conor Heins, Lancelot Da Costa, Thomas Lukasiewicz and Brennan Klein and has published in prestigious journals such as Proceedings of the National Academy of Sciences, Nature Neuroscience and Trends in Cognitive Sciences.

In The Last Decade

Beren Millidge

19 papers receiving 238 citations

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Beren Millidge United Kingdom 10 155 53 35 28 21 19 241
Alexander Tschantz United Kingdom 8 166 1.1× 48 0.9× 16 0.5× 42 1.5× 10 0.5× 16 236
Dimitrije Marković Germany 13 217 1.4× 61 1.2× 15 0.4× 16 0.6× 40 1.9× 27 315
Simon McGregor United Kingdom 7 168 1.1× 37 0.7× 13 0.4× 24 0.9× 21 1.0× 17 265
Noor Sajid United Kingdom 10 236 1.5× 50 0.9× 12 0.3× 59 2.1× 5 0.2× 23 336
David Gamez United Kingdom 10 156 1.0× 68 1.3× 44 1.3× 24 0.9× 20 1.0× 30 242
Stéphane Rousset France 9 186 1.2× 96 1.8× 15 0.4× 30 1.1× 11 0.5× 29 296
Riccardo Manzotti Italy 10 190 1.2× 62 1.2× 7 0.2× 63 2.3× 7 0.3× 47 312
Adrien Doerig Switzerland 12 384 2.5× 46 0.9× 13 0.4× 46 1.6× 19 0.9× 20 446
Hananel Hazan United States 8 164 1.1× 122 2.3× 120 3.4× 10 0.4× 44 2.1× 25 330
Thomas Miconi United States 10 121 0.8× 101 1.9× 51 1.5× 6 0.2× 31 1.5× 17 253

Countries citing papers authored by Beren Millidge

Since Specialization
Citations

This map shows the geographic impact of Beren Millidge'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 Beren Millidge with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Beren Millidge more than expected).

Fields of papers citing papers by Beren Millidge

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Beren Millidge. 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 Beren Millidge. The network helps show where Beren Millidge may publish in the future.

Co-authorship network of co-authors of Beren Millidge

This figure shows the co-authorship network connecting the top 25 collaborators of Beren Millidge. A scholar is included among the top collaborators of Beren Millidge 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 Beren Millidge. Beren Millidge is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

19 of 19 papers shown
1.
Friston, Karl, Alex Kiefer, Alexander Tschantz, et al.. (2024). Designing ecosystems of intelligence from first principles. TU/e Research Portal. 3(1). 12 indexed citations
2.
Millidge, Beren, et al.. (2024). Predictive coding networks for temporal prediction. PLoS Computational Biology. 20(4). e1011183–e1011183. 7 indexed citations
3.
Ororbia, Alexander G., et al.. (2024). A Review of Neuroscience-Inspired Machine Learning. OSF Preprints (OSF Preprints). 4 indexed citations
4.
Millidge, Beren, Yuhang Song, Armin Lak, Mark E. Walton, & Rafał Bogacz. (2024). Reward Bases: A simple mechanism for adaptive acquisition of multiple reward types. PLoS Computational Biology. 20(11). e1012580–e1012580. 5 indexed citations
5.
Buckley, Christopher L., Tim Lewens, Michael Levin, et al.. (2024). Natural Induction: Spontaneous Adaptive Organisation without Natural Selection. Entropy. 26(9). 765–765. 4 indexed citations
6.
Heins, Conor, Beren Millidge, Lancelot Da Costa, et al.. (2024). Collective behavior from surprise minimization. Proceedings of the National Academy of Sciences. 121(17). e2320239121–e2320239121. 20 indexed citations
7.
Ororbia, Alexander G., et al.. (2024). A Review of Neuroscience-Inspired Machine Learning. arXiv (Cornell University). 1 indexed citations
8.
Song, Yuhang, Beren Millidge, Tommaso Salvatori, et al.. (2024). Inferring neural activity before plasticity as a foundation for learning beyond backpropagation. Nature Neuroscience. 27(2). 348–358. 24 indexed citations
9.
Aguilera, Miguel, Beren Millidge, Alexander Tschantz, & Christopher L. Buckley. (2023). From the free energy principle to a confederation of Bayesian mechanics. Physics of Life Reviews. 44. 270–275. 1 indexed citations
10.
Millidge, Beren, et al.. (2023). Hybrid predictive coding: Inferring, fast and slow. PLoS Computational Biology. 19(8). e1011280–e1011280. 16 indexed citations
11.
Salvatori, Tommaso, et al.. (2023). Recurrent predictive coding models for associative memory employing covariance learning. PLoS Computational Biology. 19(4). e1010719–e1010719. 10 indexed citations
12.
Ramstead, Maxwell J. D., Conor Heins, Beren Millidge, et al.. (2023). On Bayesian mechanics: a physics of and by beliefs. Interface Focus. 13(3). 20220029–20220029. 53 indexed citations
13.
Heins, Conor, Beren Millidge, Brennan Klein, et al.. (2022). pymdp: A Python library for active inference indiscrete state spaces. The Journal of Open Source Software. 7(73). 4098–4098. 1 indexed citations
14.
Millidge, Beren, Tommaso Salvatori, Yuhang Song, Thomas Lukasiewicz, & Rafał Bogacz. (2022). Universal Hopfield Networks: A General Framework for Single-Shot Associative Memory Models.. PubMed. 162. 15561–15583. 5 indexed citations
15.
Millidge, Beren, Alexander Tschantz, & Christopher L. Buckley. (2022). Predictive Coding Approximates Backprop Along Arbitrary Computation Graphs. Neural Computation. 34(6). 1329–1368. 38 indexed citations
16.
Salvatori, Tommaso, et al.. (2022). Learning on Arbitrary Graph Topologies via Predictive Coding.. PubMed. 35. 38232–38244. 9 indexed citations
17.
Millidge, Beren, Tommaso Salvatori, Yuhang Song, Rafał Bogacz, & Thomas Lukasiewicz. (2022). Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?. Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence. 5538–5545. 10 indexed citations
18.
Constant, Axel, Alexander Tschantz, Beren Millidge, et al.. (2021). The Acquisition of Culturally Patterned Attention Styles Under Active Inference. Frontiers in Neurorobotics. 15. 729665–729665. 9 indexed citations
19.
Seth, Anil K., Beren Millidge, Christopher L. Buckley, & Alexander Tschantz. (2020). Curious Inferences: Reply to Sun and Firestone on the Dark Room Problem. Trends in Cognitive Sciences. 24(9). 681–683. 12 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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