Quentin de Laroussilhe
@underflow404
Technical Lead Manager, Google ML - I teach machines how to learn. Interested in artificial intelligence, ML and data science.
ID: 153148164
http://underflow.fr 07-06-2010 20:23:25
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Do you want to get an overview over recent advances in autoencoders without reading 30+ papers? Check out our review paper at arxiv.org/abs/1812.05069. Google AI Mario Lucic ETH Zurich
If you are interested to train NLP models to solve N tasks in a parameter-efficient fashion, Stanisław Jastrzębski will present our results on Thursday at 11:20am in room 104 #ICML2019. Poster #102 at 6:30pm. Joint work w/ Neil Houlsby Andrei, Bruna, andrea gesmundo Mona, Sylvain
You are serving multiple fine-tuned NLP models? We're presenting how to cut-down the RAM needed by few order of magnitude at poster 102! #ICML2019 proceedings.mlr.press/v97/houlsby19a… Stanisław Jastrzębski
1/5 Self-Distillation loop (feeding predictions as new target values & retraining) improves test accuracy. But why? We show it induces a regularization that progressively limits # of basis functions used to represent the solution. bit.ly/2HnOACo w/Mehrdad Farajtabar P.Bartlett
Does knowledge distillation really work? While distillation can improve student generalization, we show it is extremely difficult to achieve good agreement between student and teacher. arxiv.org/abs/2106.05945 With Sam’s Cub, Pavel Izmailov, Polina Kirichenko, Alex Alemi. 1/10