Riccardo Valperga
5 papers · 2022–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5) π Cross-Pollinator (4) π Renaissance Researcher (5)
πΊοΈ
Taxonomy Completionist
(15)
Conferences
CVPR (1)
ICLR (1)
ICML (1)
L4DC (1)
NIPS (1)
Top co-authors
Research topics
Keywords
neural field
(2)
representation learning
(1)
network architecture
(1)
hyperparameter optimization
(1)
geometric deep learning
(1)
physics-informed neural network
(1)
partial differential equation
(1)
time-reversal symmetry
(1)
latent space
(1)
equivariant architecture
(1)
geometric transformation
(1)
equivariant neural network
(1)
equivariance constraint
(1)
pde solving
(1)
symmetry preservation
(1)
latent space representation
(1)
symplectic integrator
(1)
downstream representation
(1)
reversible dynamics
(1)
pde forecasting
(1)
Papers
Grounding Continuous Representations in Geometry: Equivariant Neural Fields
ICLR 2025
Space-Time Continuous PDE Forecasting using Equivariant Neural Fields
NIPS 2024
How to Train Neural Field Representations: A Comprehensive Study and Benchmark
CVPR 2024
Ai-sampler: Adversarial Learning of Markov kernels with involutive maps
ICML 2024
Learning Reversible Symplectic Dynamics
L4DC 2022