Scientific Publications
- Momentum Improves Optimization on Riemannian Manifolds
F Alimisis, A Orvieto, G Bécigneul, A Lucchi
International Conference on Artificial Intelligence and Statistics, 1351-1359
2021
2021
- Environment and Speaker Related Emotion Recognition in Conversations
Z Zhong, S Yang, G Bécigneul
The 2nd International Conference on Computing and Data Science, 1-6
2021
2021
2021
- LassoNet: A Neural Network with Feature Sparsity
I Lemhadri, F Ruan, L Abraham, R Tibshirani
Journal of Machine Learning Research 22 (127), 1-29
2021
2021
- Bloom Origami Assays: Practical Group Testing
L Abraham, G Becigneul, B Coleman, B Scholkopf, A Shrivastava, A Smola
2020
2020
2020
2020
- Computationally Tractable Riemannian Manifolds for Graph Embeddings
C Cruceru, G Bécigneul, OE Ganea
AAAI 2021: Association for the Advancement of Artificial Intelligence
2020
2020
- Mixed-curvature Variational Autoencoders
O Skopek, OE Ganea, G Bécigneul
ICLR 2020: International Conference on Learning Representations
2020
2020
- Practical Accelerated Optimization on Riemannian Manifolds
F Alimisis, A Orvieto, G Bécigneul, A Lucchi
AISTATS 2021: Artificial Intelligence and Statistics
2020
2020
2020
- Constant Curvature Graph Convolutional Networks
G Bachmann, G Bécigneul, OE Ganea
ICML 2020: International Conference on Machine Learning
2019
2019
- A Continuous-time Perspective for Modeling Acceleration in Riemannian Optimization
F Alimisis, A Orvieto, G Bécigneul, A Lucchi
AISTATS 2020: Artificial Intelligence and Statistics
2019
2019
2019
- Breaking the Softmax Bottleneck via Learnable Monotonic Pointwise Non-linearities
OE Ganea, S Gelly, G Bécigneul, A Severyn
ICML 2019: International Conference on Machine Learning
2019
2019
- Poincaré GloVe: Hyperbolic Word Embeddings
A Tifrea, G Bécigneul, OE Ganea
ICLR 2019: International Conference on Learning Representations
2018
2018
- Riemannian Adaptive Optimization Methods
G Bécigneul, OE Ganea
ICLR 2019: International Conference on Learning Representations
2018
2018
- Escaping Flat Areas via Function-Preserving Structural Network Modifications
Y Kilcher, G Bécigneul, T Hofmann
2018
2018
- Hyperbolic Neural Networks
OE Ganea, G Bécigneul, T Hofmann
NIPS 2018: Neural Information Processing Systems
2018
2018
- Hyperbolic Entailment Cones for Learning Hierarchical Embeddings
OE Ganea, G Bécigneul, T Hofmann
ICML 2018: International Conference on Machine Learning
2018
2018
2018
2017
2017
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