Francesca Mignacco
5 papers · 2020–2025 · 3 conferences · across top CS/AI conferences
Achievements
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๐งญ Keyword Pioneer ๐ Conference Polyglot (3) ๐ Academic Marathon (5) ๐ Cross-Pollinator (8) ๐ Interdisciplinary Bridge
๐บ๏ธ
Taxonomy Completionist
(10)
Conferences
ICLR (2)
NIPS (2)
ICML (1)
Top co-authors
Research topics
Keywords
gaussian mixture
(2)
neural network training
(1)
bayesian learning
(1)
logistic regression
(1)
attention mechanism
(1)
ridge regression
(1)
network pruning
(1)
loss landscape
(1)
generalization error
(1)
high-dimensional analysis
(1)
kernel combination
(1)
learning dynamics
(1)
attention head
(1)
multi-head self-attention
(1)
statistical mechanics
(1)
self-attention network
(1)
attention path
(1)
generalization performance
(1)
high-dimensional classification
(1)
neural network
(1)
Papers
Optimal Protocols for Continual Learning via Statistical Physics and Control Theory
ICLR 2025
Dissecting the Interplay of Attention Paths in a Statistical Mechanics Theory of Transformers
NIPS 2024
Forward Learning with Top-Down Feedback: Empirical and Analytical Characterization
ICLR 2024
Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification
NIPS 2020
The Role of Regularization in Classification of High-dimensional Noisy Gaussian Mixture
ICML 2020