Efficient and Flexible Inference for Stochastic Systems

Joachim M. Buhmann , Stefan Bauer , Nico S. Gorbach , Djordje Miladinovic
neural information processing systems 30 6988 -6998

3
2017
Robustly Disentangled Causal Mechanisms: Validating Deep Representations for Interventional Robustness

Bernhard Schölkopf , Stefan Bauer , Raphael Suter , Djordje Miladinovic
international conference on machine learning 6056 -6065

108
2019
Granger-Causal Attentive Mixtures of Experts: Learning Important Features with Neural Networks

Patrick Schwab , Djordje Miladinovic , Walter Karlen
national conference on artificial intelligence 33 ( 01) 4846 -4853

47
2019
Rapid and reversible control of human metabolism by individual sleep states

Nora Nowak , Thomas Gaisl , Djordje Miladinovic , Ricards Marcinkevics
Cell Reports 37 ( 4)

29
2021
Learning to drop out: An adversarial approach to training sequence vaes

Đorđe Miladinović* , Kumar Shridhar* , Kushal Jain , Max B Paulus
Advances in Neural Information Processing Systems 35 9645 -9659

3
2022
Natural age-related slow-wave sleep alterations onset prematurely in the Tg2576 mouse model of Alzheimer’s disease

Sedef Kollarik , Inês Dias , Carlos G Moreira , Dorita Bimbiryte
Neurodegenerative Diseases 22 ( 2) 55 -67

2
2022
Holistic modeling in medical image segmentation using spatial recurrence

João BS Carvalho , João Santinha , Djordje Miladinovic , Carlos Cotrini
International Conference on Medical Imaging with Deep Learning 199 -218

1
2022
Interventional robustness of deep latent variable models

Raphael Suter , Djordje Miladinovic , Stefan Bauer , Bernhard Schölkopf
arXiv 1811.00007 -1811.00007

18
2018
1
2021
On the Transfer of Inductive Bias from Simulation to the Real World: a New Disentanglement Dataset

Bernhard Schölkopf , Olivier Bachem , Martin Breidt , Manuel Wüthrich
arXiv: Machine Learning

90
2019
SPINDLE: End-to-end learning from EEG/EMG to extrapolate animal sleep scoring across experimental settings, labs and species.

Đorđe Miladinović , Christine Muheim , Stefan Bauer , Andrea Spinnler
PLOS Computational Biology 15 ( 4)

35
2019
Disentangled state space representations

Đorđe Miladinović , Muhammad Waleed Gondal , Bernhard Schölkopf , Joachim M Buhmann
arXiv preprint arXiv:1906.03255

23
2019
Spatial dependency networks: Neural layers for improved generative image modeling

Đorđe Miladinović , Aleksandar Stanić , Stefan Bauer , Jürgen Schmidhuber
arXiv preprint arXiv:2103.08877

7
2021
DISENTANGLED STATE SPACE MODELS: UNSUPERVISED LEARNING OF DYNAMICS ACROSS HETEROGENEOUS ENVIRONMENTS

B. Schölkopf , J. M. Buhmann , S. Bauer , M. W. Gondal
international conference on learning representations

2
2019