Emanuele Sansone
4 papers · 2022–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(15)
Venues
Top co-authors
Research topics
Machine Learning
(4)
Deep Learning
(3)
Optimization & Theory · Machine Learning
(2)
Artificial Intelligence
(1)
Mathematics & Optimization
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Core AI
(1)
Core Methods
(1)
Learning Types · Deep Learning
(1)
Learning Types · Machine Learning
(1)
Models
(1)
Optimization
(1)
Optimization & Theory · Deep Learning
(1)
Probability
(1)
Keywords
latent variable model
(2)
logical reasoning
(1)
gradient estimation
(1)
markov chain monte carlo
(1)
mutual information
(1)
variance reduction
(1)
discrete sampling
(1)
inductive bia
(1)
variational autoencoder
(1)
loss function
(1)
energy-based model
(1)
gradient estimator
(1)
discrete latent variable
(1)
stochastic method
(1)
neuro-symbolic learning
(1)
self-balancing proposal
(1)
local proposal
(1)
hyperdimensional computing
(1)
neuro-symbolic model
(1)
structured latent space
(1)
Papers
Collapse-Proof Non-Contrastive Self-Supervised Learning
ICML 2025
Differentiable Sampling of Categorical Distributions Using the CatLog-Derivative Trick
NeurIPS 2023
LSB: Local Self-Balancing MCMC in Discrete Spaces
ICML 2022
VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming
NeurIPS 2022