Giovanni Luca Marchetti
9 papers · 2022–2025 · 6 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (18) 🐣 Hot Topic Early Bird 🏆 Keyword Champion
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Research topics
Deep Learning
(6)
Machine Learning
(6)
Architectures
(4)
Core Methods
(4)
Mathematics & Optimization
(3)
Learning Types · Machine Learning
(3)
Mathematics
(3)
Optimization & Theory · Machine Learning
(2)
Optimization & Theory · Deep Learning
(2)
Artificial Intelligence
(1)
Data Science & Analytics
(1)
Application Areas
(1)
Applications
(1)
Core AI
(1)
Learning Types · Deep Learning
(1)
Keywords
algebraic geometry
(3)
high-dimensional data
(2)
density estimation
(1)
data augmentation
(1)
group theory
(1)
neural network theory
(1)
fourier transform
(1)
implicit bia
(1)
visuomotor learning
(1)
numerical approximation
(1)
nonparametric density estimation
(1)
nearest neighbor regression
(1)
convolutional neural network
(1)
disentangled representation
(1)
function space
(1)
function approximation
(1)
latent space
(1)
local geometry
(1)
fourier feature
(1)
representation learning
(1)
Papers
Geometry of Lightning Self-Attention: Identifiability and Dimension
ICLR 2025
MirrorDuo: Reflection-Consistent Visuomotor Learning from Mirrored Demonstration Pairs
CoRL 2025
On the Geometry and Optimization of Polynomial Convolutional Networks
AISTATS 2025
Position: Algebra Unveils Deep Learning - An Invitation to Neuroalgebraic Geometry
ICML 2025
Harmonics of Learning: Universal Fourier Features Emerge in Invariant Networks
COLT 2024
An Efficient and Continuous Voronoi Density Estimator
AISTATS 2023
Equivariant Representation Learning via Class-Pose Decomposition
AISTATS 2023
Active Nearest Neighbor Regression Through Delaunay Refinement
ICML 2022
Voronoi density estimator for high-dimensional data: Computation, compactification and convergence
UAI 2022