Lukasz Szpruch
4 papers · 2021–2024 · 3 conferences · across top CS/AI conferences
Achievements
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Interdisciplinary Bridge
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Conference Polyglot
(3)
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Cross-Pollinator
(15)
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Taxonomy Completionist
(10)
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Keyword Pioneer
Conferences
ICML (2)
JMLR (1)
NIPS (1)
Top co-authors
Keywords
markov decision process
(2)
entropy regularization
(2)
inverse reinforcement learning
(1)
probability distribution
(1)
reproducing kernel hilbert space
(1)
mean field
(1)
reward function
(1)
gradient flow
(1)
wasserstein metric
(1)
neural network approximation
(1)
stein variational gradient descent
(1)
particle system
(1)
interacting particle system
(1)
softmax policy
(1)
bayesian inference
(1)
reprodu kernel hilbert space
(1)
policy gradient
(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
NIPS 2021