Gustau Camps-Valls
6 papers · 2023–2025 · 5 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
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Research topics
Machine Learning
(5)
Artificial Intelligence
(3)
Deep Learning
(3)
Core AI
(3)
Mathematics & Optimization
(2)
Core Methods
(2)
Learning Types · Machine Learning
(2)
Learning Types · Deep Learning
(2)
Mathematics
(2)
Computer Vision
(1)
Data Science & Analytics
(1)
Architectures
(1)
Domain-Specific
(1)
Methods
(1)
Optimization
(1)
Keywords
flag manifold
(2)
matrix decomposition
(1)
dimensionality reduction
(1)
image classification
(1)
zero-shot learning
(1)
semantic segmentation
(1)
domain generalization
(1)
principal component analysis
(1)
out-of-distribution generalization
(1)
earth observation
(1)
outlier detection
(1)
fisher information
(1)
multivariate analysis
(1)
signal-to-noise ratio
(1)
machine learning
(1)
distribution shift
(1)
manifold optimization
(1)
pre-trained model
(1)
causal representation learning
(1)
zero-shot classification
(1)
Papers
A Flag Decomposition for Hierarchical Datasets
CVPR 2025
Learning Causal Response Representations through Direct Effect Analysis
UAI 2025
On the Generalization of Representation Uncertainty in Earth Observation
ICCV 2025
Out-of-distribution robustness for multivariate analysis via causal regularisation
AISTATS 2025
Fun with Flags: Robust Principal Directions via Flag Manifolds
CVPR 2024
Mesogeos: A multi-purpose dataset for data-driven wildfire modeling in the Mediterranean
NeurIPS 2023