20 citations · 23 across the 8 of their papers we have counts for
8 papers
DocPolarBERT: A Pre-trained Model for Document Understanding with Relative Polar Coordinate Encoding of Layout Structures
Benno Uthayasooriyar, Antoine Ly, Franck Vermet +1
We introduce DocPolarBERT, a layout-aware BERT model for document understanding that eliminates the need for absolute 2D positional embeddings. We extend self-attention to take int…
Training LayoutLM from Scratch for Efficient Named-Entity Recognition in the Insurance Domain
Benno Uthayasooriyar, Antoine Ly, Franck Vermet +1
Generic pre-trained neural networks may struggle to produce good results in specialized domains like finance and insurance. This is due to a domain mismatch between training data a…
AI and ethics in insurance: a new solution to mitigate proxy discrimination in risk modeling
Marguerite Sauce, Antoine Chancel, Antoine Ly
The development of Machine Learning is experiencing growing interest from the general public, and in recent years there have been numerous press articles questioning its objectivit…
Applying Machine Learning to Life Insurance: some knowledge sharing to master it
Antoine Chancel, Laura Bradier, Antoine Ly +3
Machine Learning permeates many industries, which brings new source of benefits for companies. However within the life insurance industry, Machine Learning is not widely used in pr…
Model Transparency and Interpretability : Survey and Application to the Insurance Industry
Dimitri Delcaillau, Antoine Ly, Alize Papp +1
The use of models, even if efficient, must be accompanied by an understanding at all levels of the process that transforms data (upstream and downstream). Thus, needs increase to d…
A survey on natural language processing (nlp) and applications in insurance
Antoine Ly, Benno Uthayasooriyar, Tingting Wang
Text is the most widely used means of communication today. This data is abundant but nevertheless complex to exploit within algorithms. For years, scientists have been trying to im…
Interpretabilité des modèles : état des lieux des méthodes et application à l'assurance
Dimitri Delcaillau, Antoine Ly, Franck Vermet +1
Since May 2018, the General Data Protection Regulation (GDPR) has introduced new obligations to industries. By setting a legal framework, it notably imposes strong transparency on…
Econométrie et Machine Learning
Arthur Charpentier, Emmanuel Flachaire, Antoine Ly
Econometrics and machine learning seem to have one common goal: to construct a predictive model, for a variable of interest, using explanatory variables (or features). However, the…