Andrey Malinin, Bruno Mlodozeniec, Mark J.F. Gales "Ensemble Distribution Distillation". 2020. In Proceedings of the 8th International Conference on Learning Representations (ICLR 2020).
( .pdf )
( bibtex )
@inproceedings{malinin2020ensemble,
title={Ensemble Distribution Distillation},
author={Andrey Malinin and Bruno Mlodozeniec and Mark Gales},
booktitle={International Conference on Learning Representations},
year={2020},
url={https://openreview.net/forum?id=BygSP6Vtvr}
}
Andrey Malinin, Mark J.F. Gales "Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness". 2019. In Advanaces of Neural Information Processing Systems (NeurIPS) 2019.
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( Presentation )
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@inproceedings{malinin-rkl-2019,
title={Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness},
author={Malinin, Andrey and Gales, Mark JF},
journal={Advances in Neural Information Processing Systems},
year={2019}
}
Andrey Malinin, Mark J.F. Gales "Predictive Uncertainty Esimtation via Prior Networks". 2018. In Advanaces of Neural Information Processing Systems (NeurIPS) 2018.
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( bibtex )
@inproceedings{malinin2018prior,
title={Predictive Uncertainty Estimation via Prior Networks},
author={Malinin, Andrey and Gales, Mark JF},
journal={Advances in Neural Information Processing Systems},
year={2018}
}
Andrey Malinin, Kate Knill, Mark J.F. Gales "A Hierarchical attention based model for off-topic spontaneous spoken response detection". 2017. In Proceedings of the 2017 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU).
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( bibtex )
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@inproceedings{malinin2017hierarchical,
title={A Hierarchical attention based model for off-topic spontaneous spoken response detection},
author={Malinin, Andrey and Knill, Kate M and Gales, Mark JF},
journal={ASRU},
year={2017}
}
Andrey Malinin, Kate Knill, Anton Ragni, Yu Wang and Mark J.F. Gales "An attention based model for off-topic spontaneous spoken response detection: An Initial Study". 2017. In Proceedings of the ISCA Workshop on Speech and Language Technology for Education (SLaTE).
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( talk )
@inproceedings{malinin2017attention,
title = {{An attention based model for off-topic spontaneous spoken respnse detection: An Initial Study}},
author = {A, Malinin and K. Knill and A. Ragni and Y. Wang and M.J.F. Gales},
booktitle = {to be presented at ISCA Workshop on Speech and Language Technology for Education (SLaTE)}
year={2017}
}
Andrey Malinin, Anton Ragni, Kate Knill, Mark J.F. Gales "Incorporating Uncertainty into Deep Learning for Spoken Language Assessment". 2017. In Proceedings of the 2017 Association for Computational Linguistics (ACL).
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( bibtex )
roceedings{malinin2017incorporating,
title={Incorporating Uncertainty into Deep Learning for Spoken Language Assessment},
author = {A. Malinin and A. Ragni and M.J.F. Gales and K.M. Knill},
booktitle = {to be presented at 55th Annual Meeting of the Association for Computational Linguistics (ACL)}
year={2017}
}
Andrey Malinin, Rogier C Van Dalen, Yu Wang, Kate Knill, Mark J.F. Gales "Off-topic Response Detection for Spontaneous Spoken English Assessment". 2016. In Proceedings of the 2016 Association for Computational Linguistics (ACL).
( .pdf )
( bibtex )
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@inproceedings{malininoff,
title={Off-topic Response Detection for Spontaneous Spoken English Assessment},
author={Malinin, Andrey and Van Dalen, Rogier C and Wang, Yu and Knill, Kate M and Gales, Mark JF},
journal={ACL},
year={2016}
}
Google NLP Summit 2017 "Incorporating Uncertainty into Deep Learning for Spoken Language Assessment" .
UK Speech 2017 Conference "Attention based models for off-topic spontaneous spoken response detection" .
UK Speech 2017 Conference "Incorporating Uncertainty into Deep Learning for Spoken Language Assessment" .
SLaTE 2017 Workshop "An attention based model for off-topic spontaneous spoken response detection: An Initial Study" .
Association for Computational Linguistics 2017 Conference "Incorporating Uncertainty into Deep Learning for Spoken Language Assessment" .
Cambridge Language Sciences Annual Symposium 2016. "Deep Density Networks with Uncertainty for spontaneous spoken language assessment".
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ALTA Institute Seminar 2016. "Deep Learning for Automatic Assessment of Spoken English".
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Association for Computational Linguistics 2016 Conference "Off-topic Response Detection for Spontaneous Spoken English Assessment" .
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Uk Speech Conference 2016 "Off-topic spoken response detection for language assessment" .
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ALTA Institute Seminar 2016. "Off-topic spoken response detection for language assessment".
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Cambridge Language Sciences Annual Symposium 2015. "Rejection Methods for Automatic Assessment of Spoken English".
Currently, I am a Senior Research Scientist at Yandex Research in Moscow, Russia. Prior to this I completed my PhD in Uncertainty Estimation and Speech Processing at Cambridge University under the supervision of Professor Mark Gales.