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2020


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Phenomenal Causality and Sensory Realism

Meding, K., Bruijns, S. A., Schölkopf, B., Berens, P., Wichmann, F. A.

i-Perception, 11(3):1-16, June 2020 (article)

link (url) DOI [BibTex]

2020

link (url) DOI [BibTex]


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Variational Bayes In Private Settings (VIPS)

Park, M., Foulds, J., Chaudhuri, K., Welling, M.

Journal of Artificial Intelligence Research, 68, pages: 109-157, May 2020 (article)

link (url) DOI [BibTex]

link (url) DOI [BibTex]


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Adaptation and Robust Learning of Probabilistic Movement Primitives

Gomez-Gonzalez, S., Neumann, G., Schölkopf, B., Peters, J.

IEEE Transactions on Robotics, 36(2):366-379, IEEE, March 2020 (article)

arXiv DOI Project Page [BibTex]

arXiv DOI Project Page [BibTex]


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DeepMAsED: evaluating the quality of metagenomic assemblies

Mineeva*, O., Rojas-Carulla*, M., Ley, R. E., Schölkopf, B. Y. N. D.

Bioinformatics, 36(10):3011-3017, Febuary 2020, *equal contribution (article)

link (url) DOI [BibTex]

link (url) DOI [BibTex]


Real Time Trajectory Prediction Using Deep Conditional Generative Models
Real Time Trajectory Prediction Using Deep Conditional Generative Models

Gomez-Gonzalez, S., Prokudin, S., Schölkopf, B., Peters, J.

IEEE Robotics and Automation Letters, 5(2):970-976, IEEE, January 2020 (article)

arXiv DOI [BibTex]


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An Adaptive Optimizer for Measurement-Frugal Variational Algorithms

Kübler, J. M., Arrasmith, A., Cincio, L., Coles, P. J.

Quantum, 4, pages: 263, 2020 (article)

link (url) DOI [BibTex]

link (url) DOI [BibTex]


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Counterfactual Mean Embedding

Muandet, K., Kanagawa, M., Saengkyongam, S., Marukatat, S.

Journal of Machine Learning Research, 2020 (article) Accepted

[BibTex]

[BibTex]


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Causal Discovery from Heterogeneous/Nonstationary Data

Huang, B., Zhang, K., J., Z., Ramsey, J., Sanchez-Romero, R., Glymour, C., Schölkopf, B.

Journal of Machine Learning Research, 21(89):1-53, 2020 (article)

link (url) [BibTex]

link (url) [BibTex]