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Rosca, Mihaela
8 publications
TMLR
2023
On a Continuous Time Model of Gradient Descent Dynamics and Instability in Deep Learning
Mihaela Rosca
,
Yan Wu
,
Chongli Qin
,
Benoit Dherin
NeurIPS
2022
Why Neural Networks Find Simple Solutions: The Many Regularizers of Geometric Complexity
Benoit Dherin
,
Michael Munn
,
Mihaela Rosca
,
David Barrett
NeurIPSW
2020
A Case for New Neural Networks Smoothness Constraints
Mihaela Rosca
,
Theophane Weber
,
Arthur Gretton
,
Shakir Mohamed
JMLR
2020
Monte Carlo Gradient Estimation in Machine Learning
Shakir Mohamed
,
Mihaela Rosca
,
Michael Figurnov
,
Andriy Mnih
ICML
2019
Deep Compressed Sensing
Yan Wu
,
Mihaela Rosca
,
Timothy Lillicrap
NeurIPS
2019
Training Language GANs from Scratch
Cyprien de Masson d'Autume
,
Shakir Mohamed
,
Mihaela Rosca
,
Jack Rae
ICML
2018
Learning Implicit Generative Models with the Method of Learned Moments
Suman Ravuri
,
Shakir Mohamed
,
Mihaela Rosca
,
Oriol Vinyals
ICLR
2018
Many Paths to Equilibrium: GANs Do Not Need to Decrease a Divergence at Every Step
William Fedus
,
Mihaela Rosca
,
Balaji Lakshminarayanan
,
Andrew M. Dai
,
Shakir Mohamed
,
Ian Goodfellow