2021

Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations
Fangyu Liu, Yunlong Jiao, Jordan Massiah, Emine Yilmaz, Serhii Havrylov
Preprint
Paper

2020

Preventing Posterior Collapse with Levenshtein Variational Autoencoder
Serhii Havrylov, Ivan Titov
Preprint
Paper

Obfuscation for Privacy-preserving Syntactic Parsing
Zhifeng Hu, Serhii Havrylov, Ivan Titov, Shay B. Cohen
IWPT 2020
Paper

2019

The Emergence of Compositional Languages for Numeric Concepts Through Iterated Learning in Neural Agents
Shangmin Guo, Yi Ren, Serhii Havrylov, Stella Frank, Ivan Titov, Kenny Smith
Evolang 2020
Paper
EmeCom NeurIPS 2019 Workshop
Paper

Cooperative Learning of Disjoint Syntax and Semantics
Serhii Havrylov, Germán Kruszewski, Armand Joulin
NAACL-HLT 2019
Paper

2018

Embedding Words as Distributions with a Bayesian Skip-gram Model
Arthur Bražinskas, Serhii Havrylov, Ivan Titov
COLING 2018
Paper
Bayesian Deep Learning NIPS 2016 Workshop
Paper

2017

Emergence of Language with Multi-agent Games: Learning to Communicate with Sequences of Symbols
Serhii Havrylov, Ivan Titov
NIPS 2017
Paper
ICLR2017 Workshop track
Paper