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paper/references.bib

@@ -178,4 +178,82 @@ @misc{lin2015microsoft
  eprint={1405.0312},
  archivePrefix={arXiv},
  primaryClass={cs.CV}
-}
+}
+
+@misc{RealNVP, 
+ doi = {10.48550/ARXIV.1605.08803},
+ url = {https://arxiv.org/abs/1605.08803},
+ author = {Dinh, Laurent and Sohl-Dickstein, Jascha and Bengio, Samy},
+ keywords = {Machine Learning (cs.LG), Artificial Intelligence (cs.AI), Neural and Evolutionary Computing (cs.NE), Machine Learning (stat.ML), FOS: Computer and information sciences, FOS: Computer and information sciences},
+ title = {Density estimation using Real NVP},
+ publisher = {arXiv},
+ year = {2016},
+ copyright = {arXiv.org perpetual, non-exclusive license}
+}
+
+@InProceedings{NCE,
+ title = {Noise-contrastive estimation: A new estimation principle for unnormalized statistical models},
+ author = {Gutmann, Michael and Hyvärinen, Aapo},
+ booktitle = {Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics},
+ pages = {297--304},
+ year = {2010},
+ editor = {Teh, Yee Whye and Titterington, Mike},
+ volume = {9},
+ series = {Proceedings of Machine Learning Research},
+ address = {Chia Laguna Resort, Sardinia, Italy},
+ month = {13--15 May},
+ publisher = {PMLR},
+ url = {https://proceedings.mlr.press/v9/gutmann10a.html},
+}
+
+@misc{zbontar2021barlow,
+ title={Barlow Twins: Self-Supervised Learning via Redundancy Reduction}, 
+ author={Jure Zbontar and Li Jing and Ishan Misra and Yann LeCun and Stéphane Deny},
+ year={2021},
+ eprint={2103.03230},
+ archivePrefix={arXiv},
+ primaryClass={cs.CV}
+}
+
+@misc{grill2020bootstrap,
+ title={Bootstrap your own latent: A new approach to self-supervised Learning}, 
+ author={Jean-Bastien Grill and Florian Strub and Florent Altché and Corentin Tallec and Pierre H. Richemond and Elena Buchatskaya and Carl Doersch and Bernardo Avila Pires and Zhaohan Daniel Guo and Mohammad Gheshlaghi Azar and Bilal Piot and Koray Kavukcuoglu and Rémi Munos and Michal Valko},
+ year={2020},
+ eprint={2006.07733},
+ archivePrefix={arXiv},
+ primaryClass={cs.LG}
+}
+
+@inproceedings{Chopra,
+ title = {Learning a Similarity Metric Discriminatively, with Application to Face Verification},
+ url = {http://dx.doi.org/10.1109/CVPR.2005.202},
+ DOI = {10.1109/cvpr.2005.202},
+ booktitle = {2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’05)},
+ publisher = {IEEE},
+ author = {Chopra, S. and Hadsell, R. and LeCun, Y.}
+}
+
+@article{ViT,
+ title={An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale},
+ author={Alexey Dosovitskiy and Lucas Beyer and Alexander Kolesnikov and Dirk Weissenborn and Xiaohua Zhai and Thomas Unterthiner and Mostafa Dehghani and Matthias Minderer and Georg Heigold and Sylvain Gelly and Jakob Uszkoreit and Neil Houlsby},
+ journal={ArXiv},
+ year={2020},
+ volume={abs/2010.11929},
+ url={https://api.semanticscholar.org/CorpusID:225039882}
+}
+
+@article{BERT,
+ title={Well-Read Students Learn Better: On the Importance of Pre-training Compact Models},
+ author={Turc, Iulia and Chang, Ming-Wei and Lee, Kenton and Toutanova, Kristina},
+ journal={arXiv preprint arXiv:1908.08962v2 },
+ year={2019}
+}
+
+@misc{AdamW,
+ title={Decoupled Weight Decay Regularization}, 
+ author={Ilya Loshchilov and Frank Hutter},
+ year={2019},
+ eprint={1711.05101},
+ archivePrefix={arXiv},
+ primaryClass={cs.LG}
+}

paper/title.tex

@@ -7,7 +7,7 @@
  \textsc{Физтех-школа прикладной математики и информатики}\\
  \textsc{Кафедра интеллектуальных систем}
  \end{center}
- \vspace{2cm}
+ \vspace{1.5cm}
  \begin{center}
  {Никитина Мария Александровна}
  \par
@@ -17,10 +17,10 @@
  \vspace{2cm}
  {03.03.01~--- Прикладные математика и физика}
  \par
- \vspace{2cm}
+ \vspace{1.5cm}
  \textsc{Выпускная квалификационная работа бакалавра}
  \end{center}
- \vspace{2cm}
+ \vspace{1.5cm}
  \hfill\parbox{8,4cm}{\textbf{Научный руководитель:}
  \\к.ф.-м.н. Р.\,В.\,Исаченко}
  \par