Jan Drgona
7 papers · 2021–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(17)
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Hot Topic Early Bird
Venues
Top co-authors
Research topics
Machine Learning
(7)
Deep Learning
(5)
Optimization & Theory · Machine Learning
(5)
Learning Types · Machine Learning
(4)
Architectures
(3)
Mathematics & Optimization
(2)
Robotics
(2)
Learning Types · Deep Learning
(2)
Models
(2)
Optimization
(2)
Systems
(2)
Artificial Intelligence
(1)
Bayesian & Probabilistic
(1)
Core AI
(1)
Optimization & Theory · Deep Learning
(1)
Keywords
neural ordinary differential equation
(2)
generative model
(2)
probabilistic modeling
(2)
self-supervised learning
(1)
bilevel optimization
(1)
neural architecture search
(1)
density estimation
(1)
system identification
(1)
mixed integer programming
(1)
quadratic programming
(1)
dynamical system
(1)
adaptive control
(1)
optimal control
(1)
state space model
(1)
variational inference
(1)
physics-informed neural network
(1)
warm starting
(1)
normalizing flow
(1)
differentiable optimization
(1)
semi-supervised learning
(1)
Papers
Koopman-BoxQP: Solving Large-Scale NMPC at kHz Rates
L4DC 2026
Learning to Solve Constrained Bilevel Control Co-Design Problems
L4DC 2026
Zero-Shot Function Encoder-Based Differentiable Predictive Control
L4DC 2026
Semi-supervised Learning of Dynamical Systems with Neural Ordinary Differential Equations: A Teacher-Student Model Approach
AAAI 2024
AutoNF: Automated Architecture Optimization of Normalizing Flows with Unconstrained Continuous Relaxation Admitting Optimal Discrete Solution
AAAI 2023
Automating Discovery of Physics-Informed Neural State Space Models via Learning and Evolution
L4DC 2021
On the Stochastic Stability of Deep Markov Models
NeurIPS 2021