Publications

You will find below a list of my publications (conference proceedings, journals articles, book chapters, workshop papers and preprints) along with their download links.

Conference articles

Optimal algorithms for non-smooth distributed optimization in networks [pdf] [poster]
with F. Bach , S. Bubeck, Y. Lee and L. Massoulié. In Advances in Neural Information Processing Systems (NeurIPS), 2018. (best paper award)

KONG: Kernels for ordered-neighborhood graphs [pdf]
with M. Draief, K. Kutzkov and M. Vojnovic. In Advances in Neural Information Processing Systems (NeurIPS), 2018.

Lipschitz regularity of deep neural networks: analysis and efficient estimation [pdf]
with A. Virmaux. In Advances in Neural Information Processing Systems (NeurIPS), 2018.

Optimal algorithms for smooth and strongly convex distributed optimization in networks [pdf]
with F. Bach , S. Bubeck, Y. Lee and L. Massoulié. In International Conference on Machine Learning (ICML), 2017.

Multivariate Hawkes Processes for Large-scale Inference [pdf]
with R. Lemonnier and A. Kalogeratos. In AAAI Conference on Artificial Intelligence, 2017.

Anytime influence bounds and the explosive behavior of continuous-time diffusion networks [pdf]
with R. Lemonnier and N. Vayatis. In Advances in Neural Information Processing Systems (NIPS), 2015.

A greedy approach for dynamic control of diffusion processes in networks [pdf]
with A. Kalogeratos and N. Vayatis. In IEEE International Conference on Tools with Artificial Intelligence (ICTAI), 2015.

Tight bounds for influence in diffusion networks and application to bond percolation and epidemiology [pdf]
with R. Lemonnier and N. Vayatis. In Advances in Neural Information Processing Systems (NIPS), 2014

Journal articles

Spectral Bounds in Random Graphs Applied to Spreading Phenomena and Percolation [pdf]
with R. Lemonnier and N. Vayatis. Advances in Applied Probability, 2018.

Suppressing Epidemics in Networks using Priority Planning [pdf]
with A. Kalogeratos and N. Vayatis. IEEE Transactions on Network Science and Engineering, 2016.

Book chapters

Information Diffusion and Rumor Spreading [book]
with A. Kalogeratos, L. Corinzia and N. Vayatis. In Cooperative and Graph Signal Processing, Academic Press, 2018.

Algorithmes efficaces pour contenir des processus de
contagion sur des réseaux
[book]
with A. Kalogeratos. In Big Data et politiques publiques dans les transports, Economica, 2017.

Workshop articles

Learning to Suppress SIS Epidemics in Networks [pdf]
with A. Kalogeratos and N. Vayatis. In Networks in the Social and Information Sciences (NIPS workshop), 2015.

Dynamic treatment allocation for epidemic control in arbitrary networks [pdf]
with A. Kalogeratos and N. Vayatis. In Diffusion Networks and Cascade Analytics (WSDM workshop), 2014.

Pre-prints

A Spectral Method for Activity Shaping in Continuous-Time Information Cascades [pdf]
with A. Kalogeratos, L. Corinzia and N. Vayatis. Preprint available on ArXiv, 2017.

PhD thesis

Analysis and control of diffusion processes in networks [pdf]
under the supervision of N. Vayatis, 2016.

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