Balaji Lakshminarayanan
Balaji Lakshminarayanan
Research Scientist at Google DeepMind
Verified email at google.com - Homepage
TitleCited byYear
Simple and scalable predictive uncertainty estimation using deep ensembles
B Lakshminarayanan, A Pritzel, C Blundell
Advances in Neural Information Processing Systems, 6393-6395, 2017
3612017
Clinically applicable deep learning for diagnosis and referral in retinal disease
J De Fauw, JR Ledsam, B Romera-Paredes, S Nikolov, N Tomasev, ...
Nature medicine 24 (9), 1342, 2018
2452018
Acoustic classification of multiple simultaneous bird species: A multi-instance multi-label approach
F Briggs, B Lakshminarayanan, L Neal, XZ Fern, R Raich, SJK Hadley, ...
The Journal of the Acoustical Society of America 131 (6), 4640-4650, 2012
2122012
Learning in Implicit Generative Models
S Mohamed, B Lakshminarayanan
arXiv preprint arXiv:1610.03483, 2016
1482016
Variational Approaches for Auto-Encoding Generative Adversarial Networks
M Rosca, B Lakshminarayanan, D Warde-Farley, S Mohamed
arXiv preprint arXiv:1706.04987, 2017
1072017
Mondrian forests: Efficient online random forests
B Lakshminarayanan, DM Roy, YW Teh
Advances in Neural Information Processing Systems, 3140-3148, 2014
1052014
The Cramer Distance as a Solution to Biased Wasserstein Gradients
MG Bellemare, I Danihelka, W Dabney, S Mohamed, ...
arXiv preprint arXiv:1705.10743, 2017
792017
Many Paths to Equilibrium: GANs Do Not Need to Decrease a Divergence At Every Step
W Fedus, M Rosca, B Lakshminarayanan, AM Dai, S Mohamed, ...
ICLR 2018, 0
61*
Robust Bayesian matrix factorisation
B Lakshminarayanan, G Bouchard, C Archambeau
Proc. Intl. Conf. on Artificial Intelligence and Statistics (AISTATS), 2011
582011
Robust Bayesian matrix factorization and recommender systems using same
C Archambeau, G Bouchard, B Lakshminarayanan
US Patent 8,880,439, 2014
462014
Distributed Bayesian Posterior Sampling via Moment Sharing
M Xu, B Lakshminarayanan, YW Teh, J Zhu, B Zhang
NIPS, 2014
442014
Do Deep Generative Models Know What They Don't Know?
E Nalisnick, A Matsukawa, YW Teh, D Gorur, B Lakshminarayanan
arXiv preprint arXiv:1810.09136, 2018
412018
Distributed Bayesian Learning with Stochastic Natural Gradient Expectation Propagation and the Posterior Server
L Hasenclever, S Webb, T Lienart, S Vollmer, B Lakshminarayanan, ...
Journal of Machine Learning Research 18 (106), 1-37, 2017
35*2017
Comparison of Maximum Likelihood and GAN-based training of Real NVPs
I Danihelka, B Lakshminarayanan, B Uria, D Wierstra, P Dayan
arXiv preprint arXiv:1705.05263, 2017
332017
A syllable-level probabilistic framework for bird species identification
B Lakshminarayanan, R Raich, X Fern
2009 International Conference on Machine Learning and Applications, 53-59, 2009
332009
Latent IBP compound Dirichlet Allocation
C Archambeau, B Lakshminarayanan, G Bouchard
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2014
272014
Non-negative matrix factorization for parameter estimation in hidden Markov models
B Lakshminarayanan, R Raich
2010 IEEE International Workshop on Machine Learning for Signal Processing …, 2010
272010
Top-down particle filtering for Bayesian decision trees
B Lakshminarayanan, DM Roy, YW Teh
ICML 2013, 2013
252013
Kernel-Based Just-In-Time Learning for Passing Expectation Propagation Messages
W Jitkrittum, A Gretton, N Heess, SM Eslami, B Lakshminarayanan, ...
arXiv preprint arXiv:1503.02551, 2015
242015
Inferring ground truth from multi-annotator ordinal data: a probabilistic approach
B Lakshminarayanan, YW Teh
arXiv preprint arXiv:1305.0015, 2013
242013
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