Federica Gerace
4 papers · 2020–2024 · 3 conferences · across top CS/AI conferences
Achievements
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🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(13)
🗺️
Taxonomy Completionist
(12)
Conferences
NIPS (2)
ICLR (1)
ICML (1)
Top co-authors
Keywords
random feature
(2)
statistical learning
(2)
feature learning
(1)
natural language processing
(1)
self-supervised learning
(1)
sample complexity
(1)
neural network optimization
(1)
computational complexity
(1)
generalization error
(1)
high-dimensional regression
(1)
replica method
(1)
learning dynamics
(1)
higher-order cumulant
(1)
statistical limit
(1)
simplicity bia
(1)
neural network
(1)
spiked cumulant model
(1)
double descent
(1)
Papers
Learning from higher-order correlations, efficiently: hypothesis tests, random features, and neural networks
NIPS 2024
A distributional simplicity bias in the learning dynamics of transformers
NIPS 2024
Critical initialisation in continuous approximations of binary neural networks
ICLR 2020
Generalisation error in learning with random features and the hidden manifold model
ICML 2020