Gianluigi Silvestri
5 papers · 2021–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(12)
Top co-authors
Research topics
Deep Learning
(5)
Models
(5)
Artificial Intelligence
(2)
Machine Learning
(2)
Bayesian & Probabilistic · Artificial Intelligence
(2)
Computer Vision
(1)
Architectures
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Core Methods
(1)
Generation
(1)
Learning Types
(1)
Optimization & Theory · Deep Learning
(1)
Optimization & Theory · Machine Learning
(1)
Keywords
normalizing flow
(3)
variational inference
(2)
density estimation
(1)
flow matching
(1)
deep learning
(1)
maximum likelihood
(1)
probabilistic programming
(1)
amortized inference
(1)
generative model
(1)
score function
(1)
diffusion model
(1)
variational autoencoder
(1)
manifold hypothesis
(1)
statistical physics
(1)
probabilistic program
(1)
eigenvalue spectrum
(1)
spectral gap
(1)
posterior density
(1)
consistency training
(1)
cascading flow
(1)
Papers
Manifolds, Random Matrices and Spectral Gaps: The geometric phases of generative diffusion
ICLR 2025
VCT: Training Consistency Models with Variational Noise Coupling
ICML 2025
Deterministic training of generative autoencoders using invertible layers
ICLR 2023
Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling
ICLR 2022
Automatic variational inference with cascading flows
ICML 2021