Tomas Pevny
9 papers · 2019–2025 · 6 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (24) 🐣 Hot Topic Early Bird
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Conference Pioneer
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Keyword Collector
(56)
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Research topics
Machine Learning
(8)
Artificial Intelligence
(7)
Deep Learning
(7)
Architectures
(5)
Core Methods
(5)
Core AI
(4)
Bayesian & Probabilistic · Artificial Intelligence
(3)
Models
(3)
Optimization & Theory
(3)
Bayesian & Probabilistic · Machine Learning
(2)
Learning Types
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Computer Science
(1)
Reinforcement Learning
(1)
Application Areas
(1)
Applications
(1)
Keywords
sum-product network
(3)
neural network
(2)
generative model
(2)
imitation learning
(1)
probabilistic inference
(1)
embedding learning
(1)
density estimation
(1)
explainable ai
(1)
automatic differentiation
(1)
heuristic search
(1)
neural architecture
(1)
exact inference
(1)
singular value decomposition
(1)
differentiable programming
(1)
heuristic function
(1)
likelihood estimation
(1)
cost-sensitive classification
(1)
tractable inference
(1)
cost-sensitive learning
(1)
sequential decision making
(1)
Papers
Generating Likely Counterfactuals Using Sum-Product Networks
ICLR 2025
Probabilistic Graph Circuits: Deep Generative Models for Tractable Probabilistic Inference over Graphs
UAI 2025
State Encodings for GNN-Based Lifted Planners
AAAI 2025
Sum-Product-Set Networks: Deep Tractable Models for Tree-Structured Graphs
ICLR 2024
Optimize Planning Heuristics to Rank, not to Estimate Cost-to-Goal
NeurIPS 2023
JsonGrinder.jl: automated differentiable neural architecture for embedding arbitrary JSON data
JMLR 2022
Neural Power Units
NeurIPS 2020
Sum-Product-Transform Networks: Exploiting Symmetries using Invertible Transformations
PGM 2020
Classification with Costly Features Using Deep Reinforcement Learning
AAAI 2019