Pietro Novelli
10 papers · 2022–2025 · 4 conferences · across top CS/AI conferences
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Century Club
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Conferences
NIPS (6)
ICML (2)
ICLR (1)
L4DC (1)
Top co-authors
Keywords
koopman operator
(4)
dynamical system
(3)
spectral decomposition
(2)
uncertainty quantification
(1)
reproducing kernel hilbert space
(1)
markov chain
(1)
conditional probability
(1)
spectral analysis
(1)
action-value function
(1)
kernel mean embedding
(1)
reduced rank regression
(1)
conditional distribution
(1)
operator theory
(1)
random projection
(1)
feature map
(1)
policy mirror descent
(1)
confidence region
(1)
conditional quantile
(1)
molecular dynamics
(1)
world model
(1)
Papers
Laplace Transform Based Low-Complexity Learning of Continuous Markov Semigroups
ICML 2025
Dynamics harmonic analysis of robotic systems: Application in data-driven Koopman modelling
L4DC 2024
Neural Conditional Probability for Uncertainty Quantification
NIPS 2024
Operator World Models for Reinforcement Learning
NIPS 2024
Learning invariant representations of time-homogeneous stochastic dynamical systems
ICLR 2024
Consistent Long-Term Forecasting of Ergodic Dynamical Systems
ICML 2024
Sharp Spectral Rates for Koopman Operator Learning
NIPS 2023
Estimating Koopman operators with sketching to provably learn large scale dynamical systems
NIPS 2023
Transfer learning for atomistic simulations using GNNs and kernel mean embeddings
NIPS 2023
Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces
NIPS 2022