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Borja Balle
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My research interests revolve around all aspects of Machine Learning: theory, algorithms, and applications.
Currently I focus on the foundations of privacy-preserving data analysis, including Differential Privacy and Private Multi-Party Machine Learning.
In the past I worked on scalable spectral algorithms for learning latent-variable models inspired by Language Theory and Dynamical Systems, and motivated by applications in Natural Language Processing and Reinforcement Learning.
Currently I focus on the foundations of privacy-preserving data analysis, including Differential Privacy and Private Multi-Party Machine Learning.
In the past I worked on scalable spectral algorithms for learning latent-variable models inspired by Language Theory and Dynamical Systems, and motivated by applications in Natural Language Processing and Reinforcement Learning.
Papers80 papers
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PrivateNLP@WSDM, pp.8-11, (2020)
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ELECTRONIC JOURNAL OF COMBINATORICS, no. 3.0 (2020)
Electron. J. Comb., no. 3 (2020)
EIBibtex
Proc. Priv. Enhancing Technol., no. 4 (2020): 5-23
Proc. Priv. Enhancing Technol., no. 2 (2020): 209-229
Journal of Privacy and Confidentiality, no. 1 (2020)
Cited by1Bibtex
privacy enhancing technologies, no. 2 (2020): 209-229
ICML, pp.9754-9764, (2020)
Cited by2EIBibtex
WSDM '20: The Thirteenth ACM International Conference on Web Search and Data Mining
Houston
..., pp.178-186, (2020)
NIPS 2020, (2020)
Cited by7EIBibtex
Krishnamurthy Dvijotham, Jamie Hayes,Borja Balle,Zico Kolter,Chongli Qin, Andras Gyorgy, Kai Xiao,Sven Gowal,Pushmeet Kohli
ICLR, (2020)
Cited by10EIBibtex
AISTATS, pp.3404-3413, (2020)
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AISTATS, pp.2496-2506, (2020)
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CCS '20: 2020 ACM SIGSAC Conference on Computer and Communications Security
Virtual Event
..., pp.657-676, (2020)
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), (2019): 13277-13287
Cited by8EIBibtex
Cited by1Bibtex
Information & Computation, pp.104654, (2019)
international conference on artificial intelligence and statistics, pp.1226-1235, (2019)
Cited by43Bibtex
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