Giangiacomo Mercatali
6 papers · 2021–2025 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(15)
🔥
Unstoppable · Bronze
🌈
Renaissance Researcher
(5)
Venues
Top co-authors
Research topics
Deep Learning
(5)
Machine Learning
(5)
Core Methods
(4)
Models
(4)
Architectures
(3)
Artificial Intelligence
(2)
Natural Language Processing
(2)
Core AI
(2)
Resources & Methods
(2)
Data Science & Analytics
(1)
Interdisciplinary
(1)
Mathematics & Optimization
(1)
Bayesian & Probabilistic
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Keywords
variational autoencoder
(3)
disentangled representation
(3)
graph neural network
(2)
causal discovery
(1)
expectation maximization
(1)
graph generation
(1)
conditional generation
(1)
definition modeling
(1)
text style transfer
(1)
graph representation
(1)
time series forecasting
(1)
semantic structure
(1)
implicit neural representation
(1)
generative model
(1)
diffusion model
(1)
latent space
(1)
molecular design
(1)
molecular generation
(1)
ordinary differential equation
(1)
score-based diffusion
(1)
Papers
MING: A Functional Approach to Learning Molecular Generative Models
AISTATS 2025
Diffusion Twigs with Loop Guidance for Conditional Graph Generation
NeurIPS 2024
Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series
NeurIPS 2024
Learning Disentangled Representations for Natural Language Definitions
EACL 2023
Symmetry-induced Disentanglement on Graphs
NeurIPS 2022
Disentangling Generative Factors in Natural Language with Discrete Variational Autoencoders
EMNLP 2021