Lukasz Szpruch
4 papers · 2021–2024 · 3 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(11)
Venues
Top co-authors
Research topics
Keywords
markov decision process
(2)
entropy regularization
(2)
inverse reinforcement learning
(1)
probability distribution
(1)
reproducing kernel hilbert space
(1)
generalization error
(1)
mean field
(1)
reward function
(1)
convergence rate
(1)
gradient flow
(1)
wasserstein metric
(1)
neural network approximation
(1)
stein variational gradient descent
(1)
particle system
(1)
interacting particle system
(1)
overparameterized regime
(1)
graph convolutional neural network
(1)
mean-field regime
(1)
softmax policy
(1)
reprodu kernel hilbert space
(1)
Papers
Generalization Error of Graph Neural Networks in the Mean-field Regime
ICML 2024
On the geometry of Stein variational gradient descent
JMLR 2023
Convergence of Policy Gradient for Entropy Regularized MDPs with Neural Network Approximation in the Mean-Field Regime
ICML 2022
Identifiability in inverse reinforcement learning
NeurIPS 2021