CoLES: Contrastive Learning for Event Sequences with Self-Supervision

Author:

Babaev Dmitrii1,Ovsov Nikita2,Kireev Ivan2,Ivanova Maria2,Gusev Gleb3,Nazarov Ivan4,Tuzhilin Alexander5

Affiliation:

1. AIRI & Sber AI Lab, Moscow, Russian Fed.

2. Sber AI Lab, Moscow, Russian Fed.

3. Sber AI Lab & MIPT, Moscow, Russian Fed.

4. AIRI, Moscow, Russian Fed.

5. New York University, New York, NY, USA

Publisher

ACM

Reference53 articles.

1. E.T.-RNN

2. Philip Bachman , R. Devon Hjelm , and William Buchwalter . 2019. Learning Representations by Maximizing Mutual Information Across Views. ArXiv , Vol. abs/ 1906 .00910 ( 2019 ). Philip Bachman, R. Devon Hjelm, and William Buchwalter. 2019. Learning Representations by Maximizing Mutual Information Across Views. ArXiv, Vol. abs/1906.00910 (2019).

3. Ting Chen , Simon Kornblith , Mohammad Norouzi , and Geoffrey E . Hinton . 2020 . A Simple Framework for Contrastive Learning of Visual Representations. ArXiv , Vol. abs/ 2002 .05709 (2020). Ting Chen, Simon Kornblith, Mohammad Norouzi, and Geoffrey E. Hinton. 2020. A Simple Framework for Contrastive Learning of Visual Representations. ArXiv, Vol. abs/2002.05709 (2020).

4. Kyunghyun Cho Bart van Merrienboer Dzmitry Bahdanau and Yoshua Bengio. 2014a. On the Properties of Neural Machine Translation: Encoder--Decoder Approaches. In SSST@EMNLP . Kyunghyun Cho Bart van Merrienboer Dzmitry Bahdanau and Yoshua Bengio. 2014a. On the Properties of Neural Machine Translation: Encoder--Decoder Approaches. In SSST@EMNLP .

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