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Rene Bidart

2 accepted papers

2022

Pyramid-BERT: Reducing Complexity via Successive Core-set based Token Selection

ACL 2022long

Transformer-based language models such as BERT (CITATION) have achieved the state-of-the-art performance on various NLP tasks, but are computationally prohibitive. A recent line of works use various heuristics to successively shorten sequence length while transforming tokens through encoders, in tas…

Cited by 21SourcePDFScholar
2020

Squeeze-and-Attention Networks for Semantic Segmentation

CVPR 2020poster

The recent integration of attention mechanisms into segmentation networks improves their representational capabilities through a great emphasis on more informative features. However, these attention mechanisms ignore an implicit sub-task of semantic segmentation and are constrained by the grid struc…

Cited by 288PDFScholar