Mykola Lukashchuk
2 indexed papers
Recent (6 mo)
2With code
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226
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AI×2ML×1
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Research Timeline
2026
Composing Non-Conjugate Factor Graphs with Closed-Form Variational Inference
The paper introduces a framework for composing deep probabilistic models using five specific factor-graph primitives that guarantee closed-form variational inference, thereby preserving tractability in complex architectures.
What Type of Inference is Active Inference?
This paper provides a detailed message-passing scheme for EFE-based planning and clarifies the corrections needed for cross-entropy planning and full EFE-based planning.
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Papers
cs.AIRecentJun 3, 2026
What Type of Inference is Active Inference?
This paper provides a detailed message-passing scheme for EFE-based planning and clarifies the corrections needed for cross-entropy planning and full EFE-based planning.
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cs.LGcs.AIRecentMay 28, 2026