Mykola Lukashchuk

According to our database, Mykola Lukashchuk authored at least 9 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Composing Non-Conjugate Factor Graphs with Closed-Form Variational Inference.

Mykola Lukashchuk, Kyrylo Yemets, Wouter M. Kouw, Dmitry Bagaev, Ismail Senöz, Jeff Beck, Bert de Vries

CoRR, May, 2026

Gaussian Variational Inference With Non-Gaussian Factors for State Estimation: A UWB Localization Case Study.

Andrew Stirling, Mykola Lukashchuk, Dmitry Bagaev, Wouter M. Kouw, James Richard Forbes

IEEE Robotics Autom. Lett., March, 2026

2025

Active Inference is a Subtype of Variational Inference.

Wouter W. L. Nuijten, Mykola Lukashchuk

CoRR, November, 2025

GateTS: Versatile and Efficient Forecasting via Attention-Inspired routed Mixture-of-Experts.

Kyrylo Yemets, Mykola Lukashchuk, Ivan Izonin

CoRR, August, 2025

Expected Free Energy-based Planning as Variational Inference.

Bert de Vries, Wouter W. L. Nuijten, Thijs van de Laar, Wouter M. Kouw, Sepideh Adamiat, Tim Nisslbeck, Mykola Lukashchuk, Hoang Minh Huu Nguyen, Marco D. Hidalgo-Araya, Raphael Tresor, Thijs Jenneskens, Ivana Nikoloska, Raaja Ganapathy Subramanian, Bart van Erp, Dmitry Bagaev, Albert Podusenko

CoRR, April, 2025

A Message Passing Realization of Expected Free Energy Minimization.

Wouter W. L. Nuijten, Mykola Lukashchuk, Thijs van de Laar, Bert de Vries

Proceedings of the Active Inference - 6th International Workshop, 2025

2024

Q-conjugate Message Passing for Efficient Bayesian Inference.

Mykola Lukashchuk, Ismail Senöz, Bert de Vries

Proceedings of the International Conference on Probabilistic Graphical Models, 2024

2023

Efficient Bayesian Inference By Conjugate-Computation Variational Message Passing.

Mykola Lukashchuk, Ismail Senöz, Bert de Vries

Proceedings of the 33rd IEEE International Workshop on Machine Learning for Signal Processing, 2023

2022

Prior latent distribution comparison for the RNN Variational Autoencoder in low-resource language modeling.

Yevhen Kostiuk, Mykola Lukashchuk, Alexander F. Gelbukh, Grigori Sidorov

J. Intell. Fuzzy Syst., 2022