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1
New algorithms for learning incoherent and overcomplete dictionaries
Published 2016“…Journal of Machine Learning Research…”
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2
Tight bounds for the expected risk of linear classifiers and PAC-bayes finite-sample guarantees
Published 2018“…Journal of Machine Learning Research…”
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3
Provably efficient learning with typed parametric models
Published 2010“…Journal of Machine Learning Research…”
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4
Exact and approximate sampling by systematic stochastic search
Published 2011“…Journal of Machine Learning Research…”
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5
Tree block coordinate descent for map in graphical models
Published 2011“…Journal of Machine Learning Research…”
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6
Integer Optimization Methods for Supervised Ranking
Published 2011“…Journal of Machine Learning Research…”
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Working Paper -
7
Transfer in Reinforcement Learning via Shared Features
Published 2012“…Journal of Machine Learning Research…”
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8
Rare Probability Estimation under Regularly Varying Heavy Tails
Published 2015“…Journal of Machine Learning Research…”
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9
Time-bounded mission planning in time-varying domains with semi-MDPS and Gaussian processes
Published 2021“…Journal of Machine Learning Research…”
Conference item -
10
Ranking and synchronization from pairwise measurements via SVD
Published 2021“…Journal of Machine Learning Research…”
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Universal approximation with deep narrow networks
Published 2020“…Journal of Machine Learning Research…”
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12
Fingerprint policy optimisation for robust reinforcement learning
Published 2019“…Journal of Machine Learning Research…”
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13
Learning with semi-definite programming: statistical bounds based on fixed point analysis and excess risk curvature
Published 2021“…Journal of Machine Learning Research…”
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14
Adversarial masking for self-supervised learning
Published 2022“…Journal of Machine Learning Research…”
Conference item -
15
Monte Carlo variational auto-encoders
Published 2021“… Journal of Machine Learning Research…”
Conference item -
16
Evaluating temporal observation-based causal discovery techniques applied to road driver behaviour
Published 2023“…Journal of Machine Learning Research…”
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Robust reinforcement learning with Bayesian optimisation and quadrature
Published 2020“…Journal of Machine Learning Research…”
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Fast computation of Wasserstein barycenters
Published 2014“…Journal of Machine Learning Research…”
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CLOCS: contrastive learning of cardiac signals across space, time, and patients
Published 2021“…Journal of Machine Learning Research…”
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