MAGNET - 2018 - Annual activity report

MAGNET

MAGNET - 2018

Project-Team Magnet

Team, Visitors, External Collaborators

Overall Objectives

Presentation

Research Program

Application Domains

Domain 1

Highlights of the Year

New Software and Platforms

New Results

On the Bernstein-Hoeffding Method
IncGraph: Incremental graphlet counting for topology optimisation
Graph sampling with applications to estimating the number of pattern embeddings and the parameters of a statistical relational model
A machine learning based framework to identify and classify long terminal repeat retrotransposons
A Distributed Frank-Wolfe Framework for Learning Low-Rank Matrices with the Trace Norm
Personalized and Private Peer-to-Peer Machine Learning
Hiding in the Crowd: A Massively Distributed Algorithm for Private Averaging with Malicious Adversaries
A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images
A Framework for Understanding the Role of Morphology in Universal Dependency Parsing
Online Reciprocal Recommendation with Theoretical Performance Guarantees
On Similarity Prediction and Pairwise Clustering
A Probabilistic Theory of Supervised Similarity Learning for Pointwise ROC Curve Optimization
Escaping the Curse of Dimensionality in Similarity Learning: Efficient Frank-Wolfe Algorithm and Generalization Bounds
Nonstochastic Bandits with Composite Anonymous Feedback

Bilateral Contracts and Grants with Industry

Partnerships and Cooperations

Dissemination

Bibliography

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Section: Highlights of the Year

Highlights of the Year

Strengthening of the privacy aware machine learning activity with a new associate team with the Alan Turing Institute and the organization of a workshop at NeurIPS (formerly NIPS).
New collaboration with Multispeech (Inria Nancy) on decentralized and private machine learning for speech processing leading to an ANR and an H2020 project.

Awards

Aurélien Bellet received a best reviewer award (top 200 out of 3000) at the conference NeurIPS 2018. Pascal Denis received a Distinguished Senior Program Committee award at IJCAI-ECAI 2018.

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