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Patacchiola, Massimiliano
11 publications
ICMLW
2024
Transformer Neural Autoregressive Flows
Massimiliano Patacchiola
,
Aliaksandra Shysheya
,
Katja Hofmann
,
Richard E. Turner
CoLLAs
2023
Comparing the Efficacy of Fine-Tuning and Meta-Learning for Few-Shot Policy Imitation
Massimiliano Patacchiola
,
Mingfei Sun
,
Katja Hofmann
,
Richard E. Turner
ICLR
2023
FiT: Parameter Efficient Few-Shot Transfer Learning for Personalized and Federated Image Classification
Aliaksandra Shysheya
,
John F Bronskill
,
Massimiliano Patacchiola
,
Sebastian Nowozin
,
Richard E Turner
NeurIPSW
2022
Contextual Squeeze-and-Excitation
Massimiliano Patacchiola
,
John F Bronskill
,
Aliaksandra Shysheya
,
Katja Hofmann
,
Sebastian Nowozin
,
Richard E Turner
NeurIPS
2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification
Massimiliano Patacchiola
,
John Bronskill
,
Aliaksandra Shysheya
,
Katja Hofmann
,
Sebastian Nowozin
,
Richard Turner
NeurIPSW
2022
FiT: Parameter Efficient Few-Shot Transfer Learning
Aliaksandra Shysheya
,
John F Bronskill
,
Massimiliano Patacchiola
,
Sebastian Nowozin
,
Richard E Turner
ICLRW
2021
How Sensitive Are Meta-Learners to Dataset Imbalance?
Mateusz Ochal
,
Massimiliano Patacchiola
,
Jose Manuel Vazquez Diosdado
,
Amos Storkey
,
Sen Wang
NeurIPS
2021
Memory Efficient Meta-Learning with Large Images
John Bronskill
,
Daniela Massiceti
,
Massimiliano Patacchiola
,
Katja Hofmann
,
Sebastian Nowozin
,
Richard Turner
NeurIPS
2021
Non-Gaussian Gaussian Processes for Few-Shot Regression
Marcin Sendera
,
Jacek Tabor
,
Aleksandra Nowak
,
Andrzej Bedychaj
,
Massimiliano Patacchiola
,
Tomasz Trzcinski
,
Przemysław Spurek
,
Maciej Zieba
NeurIPS
2020
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels
Massimiliano Patacchiola
,
Jack Turner
,
Elliot J. Crowley
,
Michael O'Boyle
,
Amos J. Storkey
NeurIPS
2020
Self-Supervised Relational Reasoning for Representation Learning
Massimiliano Patacchiola
,
Amos J. Storkey