Research projects
Embeddings analysis
Work in progress with Bell labs group (Saclay, France) on analysis of explainable embeddings. Blogs and papers on this here
Hallucination management
Analysis of hallucinations of LLMs in connection to the latent space of models analysis. Work in Bell labs (to be spread soon)
Mobility analysis
We are analysing global mobility trends thanks to Cuebiq data for academics
Causality research
Work in progress with Bell labs group (Saclay, France) on causality vs. machine learning and NN methods
Vera in the city
Project on direct offline and online analysis of the city. Coordinator Vera Baumann
CorrelAid projects
We are happy to share with you projects from data volunteers in our project https://correlaid.org/correlaid-x/paris/
Random walks lecture book
I am working on the handbook about random walks, which includes materials from my recent articles and existing books on this topic here
Bikes analysis
Bike mobility project with City lab Berlin data ,CEU (Federico Battiston and Luis Natera) - we are planning to work on the project during Complexity72
Heterogeneous SIR model
We are finishing the project on heterogeneous SIR model, which we started in 2019 with my student at CRI and P.Holme. More on github soon.
Analyzing open data
We are working on analysis of open data of health from UK with the colleagues, more news and updates soon.
Paths in the city
Together with colleaugues we analyze shortest paths in the city. Github repository is available at https://github.com/Liyubov/street_networks
Patients data analysis
Project together with O.Mirat, B.Greschake (CRI. Openhumans) and CorrelAid Paris
Developing online courses
During Covid19 many schools and univrsities are closed. Together with LeWiBo we support this and make research open online courses
Smart cities
Urban science, mobility of people, sensing citizens. Check and subscribe for Move in Saclay App
Mobility of researchers
Due to Coronavirus travel bans stopped many travels of scientists, we continue to work on formulating the project
Network percolation
Project continuation of percolation project together with Ecole Polytechnqiue: generalisation to porous networks. Latest article in Sci.Rep.
stochastic dynamics of random walks and trajectories on random networks and in various spaces
(together with Ecole Polytechnique, INSEP, MIT lab)
detection of causality from time-series
(collaborations with France, Ghent Univerisity, Dresden University)
analysis of the real datasets and data-representation techniques for the temporal heterogeneous data
(together with CRI and INRA, France)
Networks for social good:
inference from the data of scientific publications and collection of data
(together with CRI, Open Humans project)
Trajectories analysis in virtual space:
stochastic dynamics from data (project with M.Santolini and E.Barme, CRI, France) more info here
Project on the transportation dynamics: applications to Belgium train networks
(together with WWCS, Belgium Namur group, Utrecht Complex systems institute)
Topology and network dynamics:
how topological network properties are influencing dynamics on networks
(future project, France, Belgium, Germany, Los Alamos)
Time series analysis: neuroscience perspectives
Work together with the colleagues from Moscow State University Ilya Zkharov (https://networksforsocialgood.pubpub.org/pub/2hmpltng/branch/1 )
Lecturers without borders project
presentation about the project
(together with CRI, Göttingen Biodiversity, University, Barcelona University, Cambridge)
Analysis of spreading dynamics:
processes on heterogeneous graphs
(together with CRI, Tokyo Tech and Humboldt University)
continuous limits of random walks and statistical physics of complex networks
(together with Ecole Polytechnique, MIPT, CRI)
Robotics project:
master project by Santino Nanini in collaboration with makar lab, CRI, Roberto Toro and Katja Heuer