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09/11/2023
LeBenchmark 2.0: a Standardized, Replicable and Enhanced Framework for Self-supervised Representations of French Speech
Self-supervised learning (SSL) is at the origin of unprecedented improve...
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05/25/2023
Efficient Bound of Lipschitz Constant for Convolutional Layers by Gram Iteration
Since the control of the Lipschitz constant has a great impact on the tr...
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03/06/2023
A Unified Algebraic Perspective on Lipschitz Neural Networks
Important research efforts have focused on the design and training of ne...
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11/13/2022
Experimental study of Neural ODE training with adaptive solver for dynamical systems modeling
Neural Ordinary Differential Equations (ODEs) was recently introduced as...
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12/15/2021
Leveraging the structure of dynamical systems for data-driven modeling
The reliable prediction of the temporal behavior of complex systems is r...
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10/25/2021
Scalable Lipschitz Residual Networks with Convex Potential Flows
The Lipschitz constant of neural networks has been established as a key ...
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04/23/2021
LeBenchmark: A Reproducible Framework for Assessing Self-Supervised Representation Learning from Speech
Self-Supervised Learning (SSL) using huge unlabeled data has been succes...
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12/11/2019
FlauBERT: Unsupervised Language Model Pre-training for French
Language models have become a key step to achieve state-of-the-art resul...
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09/04/2019
Empirical Study of Diachronic Word Embeddings for Scarce Data
Word meaning change can be inferred from drifts of time-varying word emb...
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07/22/2019
Learning dynamic word embeddings with drift regularisation
Word usage, meaning and connotation change throughout time. Diachronic w...
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07/19/2019
Exploring sentence informativeness
This study is a preliminary exploration of the concept of informativenes...
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05/20/2019
Word Usage Similarity Estimation with Sentence Representations and Automatic Substitutes
Usage similarity estimation addresses the semantic proximity of word ins...
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04/27/2019
Towards Recognizing Phrase Translation Processes: Experiments on English-French
When translating phrases (words or group of words), human translators, c...
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03/18/2016
