@inproceedings{djolonga18provable, author = {Djolonga, Josip and Jegelka, Stefanie and Krause, Andreas}, booktitle = {Neural Information Processing Systems (NeurIPS)}, title = {Provable Variational Inference for Constrained Log-Submodular Models}, year = {2018}}
@article{djolonga17graphtests, author = {Djolonga, Josip and Krause, Andreas}, title = Learning Implicit Generative Models Using Differentiable Graph Tests, journal = {ArXiv e-prints}, archivePrefix = "arXiv", eprint = {1709.01006}, primaryClass = "stat.ML", year = 2017, month = sep}
@inproceedings{djolonga17learning, author = {Djolonga, Josip and Krause, Andreas}, booktitle = {Neural Information Processing Systems (NIPS)}, title = {Differentiable Learning of Submodular Models}, year = {2017}}
@inproceedings{zhao17clamping, author = {Zhao, Junyao and Djolonga, Josip and Tschiatschek, Sebastian and Krause, Andreas}, booktitle = {Conference on Uncertainty in Artificial Intelligence (UAI)}, title = {Improving Optimization-Based Approximate Inference by Clamping Variables}, year = {2017}}
@inproceedings{djolonga16cooperative, author = {Djolonga, Josip and Jegelka, Stefanie and Tschiatschek, Sebastian and Krause, Andreas}, booktitle = {Neural Information Processing Systems (NIPS)}, title = {Cooperative Graphical Models}, year = {2016}}
@inproceedings{djolonga16mixed, author = {Djolonga, Josip and Tschiatschek, Sebastian and Krause, Andreas}, booktitle = {Neural Information Processing Systems (NIPS)}, title = {Variational Inference in Mixed Probabilistic Submodular Models}, year = {2016}}
@inproceedings{tschiatschek16diversity, author = {Tschiatschek, Sebastian and Djolonga, Josip and Krause, Andreas}, booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)}, title = {Learning Probabilistic Submodular Diversity Models Via Noise Contrastive Estimation}, year = {2016}}
@inproceedings{zhang15multiclass, author = {Zhang, Jian and Djolonga, Josip and Krause, Andreas}, booktitle = {International Conference on Computer Vision (ICCV)}, title = {Higher-Order Inference for Multi-class Log-supermodular Models}, year = {2015}}
@inproceedings{djolonga15scalable, author = {Djolonga, Josip and Krause, Andreas}, booktitle = {International Conference on Machine Learning (ICML)}, title = {Scalable Variational Inference in Log-supermodular Models}, year = {2015}}
@inproceedings{djolonga14variational, author = {Djolonga, Josip and Krause, Andreas}, booktitle = {Neural Information Processing Systems (NIPS)}, title = {From MAP to Marginals: Variational Inference in Bayesian Submodular Models}, year = {2014}}
@inproceedings{djolonga13high, author = {Djolonga, Josip and Krause, Andreas and Cevher, Volkan}, booktitle = {Neural Information Processing Systems (NIPS)}, title = {High-Dimensional Gaussian Process Bandits}, year = {2013}}