Projects per year
Personal profile
Quote
"Theory and practice sometimes clash. And when that happens, theory loses. Every single time." - Linus Torvalds
Research profile
Postdoctoral researcher at BIASlab, Signal Processing Group in Eindhoven University of Technology. Collaborate with Delft university on AiMTT project for traffic management. Main maintainer of ReactiveBayes organization for open-source software for scalable and efficient Bayesian inference framework based on reactive message-passing.
Academic background
Finished my bachelor and master in Moscow State University. Conducted concurrent research at the Institute of Numerical Mathematics of the Russian Academy of Sciences, overlapping with both bachelor's and master's studies at Moscow State University. Contributed to a major collaborative project with Exxon Mobil on large-scale reservoir simulation and co-developed the INMOST C++ framework. In parallel, worked at Institute of Biorganic Chemistry. Contributed to a collaborative research project developing VDJdb, a curated database of T-cell receptor (TCR) sequences with known antigen specificities. The database facilitates access to information on T-cell receptor antigen specificities, specifically the recognition of epitopes in MHC contexts. Served as lead developer for VDJdb resulting in a publication in Nature. Completed PhD in December 2023 with research focused on message-passing based Bayesian inference techniques for large-scale signal processing problems. The primary research outcome was the development of a novel reactive message-passing framework, delivered as an open-source toolbox called RxInfer.jl. Currently a PostDoc in BIASlab at Signal Processing Group in Eindhoven University of Technology.
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- 1 Similar Profiles
Collaborations and top research areas from the last five years
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TKI-HTSM/21.0161/2112P09 Auto-AR: Automated Situated Design of Augmented Hearing Reality Algorithms
de Vries, A. (Project Manager), Podusenko, A. (Project member), Bagaev, D. (Project member), Nguyen, H. M. H. (Project member), Lukashchuk, M. (Project member), Nuijten, W. W. L. (Project member), van der Plas, F. (Project member) & Șenöz, I. (Project member)
1/10/21 → 30/09/26
Project: Third tier
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CoHear: Hearing Care Collaborative Hearing Device Design
van der Hagen, D. (Project communication officer), de Vries, A. (Project Manager), van de Laar, T. W. (Project member), Șenöz, I. (Project member), Akbayrak, S. (Project member), van Erp, B. (Project member), Lukashchuk, M. (Project member), Podusenko, A. (Project member), Kouw, W. (Project member), Bagaev, D. (Project member), Nisslbeck, T. (Project member) & Adamiat, S. (Project member)
2/01/17 → 1/07/25
Project: Third tier
Research output
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Reactive Probabilistic Programming for Scalable Bayesian Inference
Bagaev, D. V., 19 Dec 2023, Eindhoven: Eindhoven University of Technology. 160 p.Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)
Open AccessFile1886 Downloads (Pure) -
RxInfer: A Julia package for reactive real-time Bayesian inference
Bagaev, D. (Corresponding author), Podusenko, A. & de Vries, B., 20 Apr 2023, In: Journal of Open Source Software. 8, 84, 6 p., 5161.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile631 Downloads (Pure) -
Reactive Message Passing for Scalable Bayesian Inference
Bagaev, D. (Corresponding author) & Vries, B. D., 25 Dec 2021, In: arXiv. 2021, 27 p., 2112.13251.Research output: Contribution to journal › Article › Academic
Open AccessFile197 Downloads (Pure) -
Composing non-conjugate factor graphs with closed-form variational inference
Lukashchuk, M., Yemets, K., Kouw, W. M., Bagaev, D. V., Şenöz, İ., Beck, J. & Vries, de, A., Jul 2026, (Accepted/In press) International Conference on Probabilistic Numerics. PMLR, Vol. 341. 22 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open Access -
Gaussian Variational Inference with Non-Gaussian Factors for State Estimation: A UWB Localization Case Study
Stirling, A. (Corresponding author), Lukashchuk, M., Bagaev, D., Kouw, W. M. & Forbes, J., Mar 2026, In: IEEE Robotics and Automation Letters. 11, 3, p. 2762-2769 8 p., 11347486.Research output: Contribution to journal › Letter › Academic › peer-review
Open AccessFile2 Link opens in a new tab Citations (Scopus)
Datasets
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antigenomics/vdjdb-db: [CONTENT, INFRASTRUCTURE] New studies & docker
Bagaev, D. (Contributor), Zenodo, 22 Mar 2022
DOI: 10.5281/zenodo.6395751, https://zenodo.org/record/6395751
Dataset
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ReactiveMP.jl: a Julia package for automatic Bayesian inference on a factor graph with reactive message passing.
Bagaev, D. (Creator), Zenodo, 28 Jan 2021
Dataset
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antigenomics/vdjdb-db: Celebrate the summer 2023 release
Shugay, M. (Creator), Vroomans, R. (Creator), Nazarov, V. I. (Creator), Stervbo, U. (Creator), Bagaev, D. (Contributor), Greenshields-Watson, A. (Creator), Ignatov, M. (Creator) & Kesmir, C. (Creator), Zenodo, 1 Jun 2023
DOI: 10.5281/zenodo.7992753, https://zenodo.org/record/7992753
Dataset
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ReactiveMP.jl: a Julia package for automatic Bayesian inference on a factor graph with reactive message passing.
Bagaev, D. (Contributor), Zenodo, 28 Jan 2021
DOI: 10.5281/zenodo.7300791, https://zenodo.org/record/7300791
Dataset
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ReactiveMP.jl: a Julia package for automatic Bayesian inference on a factor graph with reactive message passing.
Bagaev, D. (Contributor), Zenodo, 28 Jan 2021
DOI: 10.5281/zenodo.7294626, https://zenodo.org/record/7294626
Dataset
Activities
- 4 Contributed talk
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RxInfer.jl: A Package for Real-Time Bayesian Inference | Dmitry Bagaev | JuliaCon 2023
Bagaev, D. (Speaker)
3 Aug 2023Activity: Talk or presentation types › Contributed talk › Professional
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GraphPPL.jl: a package for specification of probabilistic models | Dmitry Bagaev | JuliaCon 2022
Bagaev, D. (Speaker)
28 Jul 2022Activity: Talk or presentation types › Contributed talk › Professional
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ReactiveMP.jl: Reactive Message Passing-based Bayesian Inference | Dmitry Bagaev | JuliaCon2021
Bagaev, D. (Speaker)
28 Jul 2021Activity: Talk or presentation types › Contributed talk › Professional
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JuliaCon 2020 | Rocket.jl: A Julia package for reactive programming
Bagaev, D. (Speaker)
30 Jul 2020Activity: Talk or presentation types › Contributed talk › Professional