Vaclav Smidl

3 papers · 2020–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🐣 Hot Topic Early Bird 📈 Trend Setter

Venues

ICLR (1) PGM (1) UAI (1)

Top co-authors

Tomas Pevny (3) Milan Papez (2) Martin Rektoris (2) Tomáš Oberhuber (1) Martin Trapp (1) Ondřej Poláček (1)

Research topics

Artificial Intelligence (3) Deep Learning (3) Machine Learning (3) Bayesian & Probabilistic · Artificial Intelligence (3) Architectures (2) Bayesian & Probabilistic · Machine Learning (2) Core Methods (2) Models (2)

Keywords

sum-product network (2) density estimation (1) probabilistic inference (1) exact inference (1) singular value decomposition (1) tractable inference (1) generative model (1) probabilistic circuit (1) deep generative model (1) permutation invariance (1) molecular graph generation (1) invertible transformation (1) affine transformation (1) givens rotation (1) sum-product-transform network (1) probabilistic graph circuit (1) anomaly detection (1) tree-structured graph (1)

Papers

Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs UAI 2025 Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs ICLR 2024 Sum-Product-Transform Networks: Exploiting Symmetries using Invertible Transformations PGM 2020