Giangiacomo Mercatali
6 papers · 2021–2025 · 4 conferences · across top CS/AI conferences
Achievements
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πΊοΈ Taxonomy Completionist (14) π§ Keyword Pioneer π Conference Polyglot (4) π Interdisciplinary Bridge π Cross-Pollinator (12)
π
Renaissance Researcher
(6)
π₯
Unstoppable
(5)
Conferences
NIPS (3)
AISTATS (1)
EACL (1)
EMNLP (1)
Top co-authors
Keywords
variational autoencoder
(3)
disentangled representation
(3)
graph neural network
(2)
causal discovery
(1)
graph generation
(1)
conditional generation
(1)
definition modeling
(1)
text style transfer
(1)
graph representation
(1)
time series forecasting
(1)
semantic structure
(1)
latent space
(1)
molecular design
(1)
ordinary differential equation
(1)
score-based diffusion
(1)
irregular time series
(1)
continuous-time model
(1)
system interaction
(1)
causal dependency
(1)
discrete variable
(1)
Papers
MING: A Functional Approach to Learning Molecular Generative Models
AISTATS 2025
Graph Neural Flows for Unveiling Systemic Interactions Among Irregularly Sampled Time Series
NIPS 2024
Diffusion Twigs with Loop Guidance for Conditional Graph Generation
NIPS 2024
Learning Disentangled Representations for Natural Language Definitions
EACL 2023
Symmetry-induced Disentanglement on Graphs
NIPS 2022
Disentangling Generative Factors in Natural Language with Discrete Variational Autoencoders
EMNLP 2021