Compositional Methods for Utility under Local Privacy Mechanisms
Il y a 6 mois
Contexte et atouts du poste
The Comete project team at the Inria Saclay Center specializes in security and privacy protection and has sixteen researchers (
Mission confiée
The purpose of this position is to work with the COMETE research team to develop methods and software for estimating statistics from data protected with local differential privacy (DP).
Classical data analysis methods like matrix inversion and iterative Bayesian update assume that all the users apply the same privacy mechanism and with the same privacy parameters. This is unfortunate because in principle the local model of privacy would allow users to use different mechanisms and different privacy settings, depending on their needs and preferences, on the kind of service they want to get in exchange for their data, etc.
The goal of this project is to remove the same-mechanism restriction and investigate efficient methods to achieve good precision of the distribution estimation in the scenario in which the mechanisms and/or the level of noise are very different from each other. This objective involves investigating the different estimation methods in this case.
Principales activités
Collaborate with the research team to develop efficient methods for statistical estimation from data protected by personalized local DP Develop programs based on the above methods Conduct experiments on real and synthetic data Write documentation and develop demos Write reports and papers
Compétences
PhD in Computer Science on topics that require expertise in anonymization techniques.
Knowledge of data anonymization methodology;
Knowledge of methods for analyzing re-identification risk and associated inference risks, knowledge of measures of data usefulness for statistical analyses;
Practical knowledge of data analysis languages (R, Python, C++) and database management software (MySQL, etc.);
Ability to write scientific papers;
Ability to monitor methodologies;
Rigor, good organization, sense of priorities, autonomy;
Mathematical skills;
Teamwork skills ;
Very good level in written and oral English ;
Capability to work in a team.
Avantages
Subsidized meals Partial reimbursement of public transport costs Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.) Possibility of teleworking and flexible organization of working hours Professional equipment available (videoconferencing, loan of computer equipment, etc.) Social, cultural and sports events and activities Access to vocational training Social security coverage
Rémunération
according to profile
-
Robust Federated Learning
il y a 4 semaines
Palaiseau, France CEA Temps pleinDescription du poste **Domaine**: - Systèmes d'information **Contrat**: - Stage **Intitulé de l'offre**: - Robust Federated Learning - Internship H/F **Sujet de stage**: - This internship focuses on the exploration of Multi-Party Computation (MPC) in a Federated Learning setting, particularly under adversarial conditions. The primary aim is to...
-
Synthétiser Des Stratégies de Cybersécurité
il y a 4 jours
Palaiseau, France Télécom Paris Temps plein**Synthétiser des stratégies de cybersécurité dynamiques pour les systèmes cyber-physiques // Synthetizing Dynamic Cybersecurity Strategies for Cyber Physical Systems**: - Réf **ABG-127252** **ADUM-59723** - Sujet de Thèse- 28/11/2024- Télécom Paris- Lieu de travail- Palaiseau - France- Intitulé du sujet- Synthétiser des stratégies de...
-
Application of Formal Methods for Interferences
Il y a 2 mois
Palaiseau, France CEA Temps pleinPosition description **Category**: - Electronics components and equipments **Contract**: - Fixed-term contract **Job title**: - Application of formal methods for interferences management H/F **Socio-professional category**: - Executive **Contract duration (months)**: - 18 **Job description**: - Your main missions will be: - To propose and develop...
-
Tools for Collection, Context Inference, Trajectory
Il y a 3 mois
Palaiseau, France Inria Temps plein**Niveau de diplôme exigé **:Bac + 4 ou équivalent **Autre diplôme apprécié **:Master or PhD **Fonction **:Ingénieur scientifique contractuel **Niveau d'expérience souhaité **:De 3 à 5 ans **A propos du centre ou de la direction fonctionnelle**: - Le centre de recherche Inria de Saclay a été créé en 2008. Sa dynamique s’inscrit dans le...
-
Robust Federated Learning
il y a 6 jours
Palaiseau, France CEA Temps pleinDescription de l'offre Context: Machine learning plays a central role in many applications, and the increasing adoption of decentralized solutions, combined with dependability requirements, necessitates that learning tasks be carried out in a decentralized manner. In such settings, nodes in the system can assume multiple roles: performing learning on...
-
Secure Decentralized Learning
il y a 4 semaines
Palaiseau, France CEA Temps pleinPosition description **Category**: - Mathematics, information, scientific, software **Contract**: - Internship **Job title**: - Secure Decentralized Learning - Internship H/F **Subject**: - The goal of this internship is to explore the combination of Multi-Party Computation (MPC) and Differential Privacy (DP) to assess the feasibility and...
-
Post-doc Researcher in Formal Methods for Interference Management
il y a 4 semaines
Palaiseau, Île-de-France CEA Temps pleinJob Opportunity At CEA, we are seeking a highly skilled Post-doc Researcher to join our multidisciplinary technological research team. Job Title Post-doc Researcher in Formal Methods for Interference Management Job Description We are looking for a talented researcher to work on a national research project focused on developing an environment to...
-
Secure Decentralized Learning
il y a 6 jours
Palaiseau, France CEA Temps pleinPosition description Category Mathematics, information, scientific, software Contract Internship Job title Secure Decentralized Learning - Internship H/F Subject The goal of this internship is to explore the combination of Multi-Party Computation (MPC) and Differential Privacy (DP) to assess the feasibility and effectiveness...
-
Phd Position F/m Sampling Method for Stratified
il y a 4 semaines
Palaiseau, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **Mission confiée**: In the context of non-destructive testing (NDT) of the civil engineering of EDF's nuclear and hydro power plants in operation, the challenges of extending the service life of...
-
Commercial BtoB à Palaiseau
il y a 1 mois
Palaiseau, Île-de-France LOCAL Temps pleinPoste :En tant que commercial web chez Local.fr, vous serez chargé de rechercher de nouveaux partenaires sur le terrain, uniquement des professionnels et des TPE/PME. Vous devrez développer une stratégie de prospection efficace pour conquérir de nouveaux clients de A à Z, jusqu'à la commercialisation des solutions Web de notre entreprise auprès des...
-
Commercial BtoB à Palaiseau
il y a 4 semaines
Palaiseau, Île-de-France LOCAL Temps pleinMissionVous rejoindrez notre équipe de commercial comme Commercial BtoB à Palaiseau. Votre rôle consiste à rechercher de nouveaux partenaires sur le terrain : uniquement des professionnels, des TPE/PME. Vous devrez veiller à la conquête de nouveaux clients de A à Z jusqu'à la commercialisation des solutions Web de notre entreprise auprès des...
-
Understanding The Multisensory Integration Process
Il y a 2 mois
Palaiseau, France CEA Temps pleinDescription du poste **Domaine**: - Recherche biomédicale, clinique, préclinique **Contrat**: - Stage **Intitulé de l'offre**: - Understanding the Multisensory integration process through whole brain network modelling H/F **Sujet de stage**: - Understanding the Multisensory integration process through whole brain network modelling. **Durée du...
-
Palaiseau, France CEA Temps pleinPosition description Category Electronics components and equipments Contract Fixed-term contract Job title Post-doc application of formal methods for interferences management H/F Socio-professional category Executive Contract duration (months) 18 Job description Within a multidisciplinary technological research...
-
Postdoctoral Researcher
il y a 2 semaines
Palaiseau, Île-de-France INRIA Temps pleinAbout INRIAINRIA is the French national institute for research in computer science, control, and applied mathematics.We promote scientific excellence and technology transfer. Our research topics are at the intersection of mathematical biology, statistics, control engineering, and statistical physics applied to problems in biology.Job DescriptionThis...
-
Peut-on Appliquer Une Méthode de Réduction Des
Il y a 2 mois
Palaiseau, France CEA Temps pleinDescription du poste **Domaine**: - Systèmes d'information **Contrat**: - Stage **Intitulé de l'offre**: - Peut-on appliquer une méthode de réduction des tokens généralisée aux modèles ViT multitâches ? H/F **Sujet de stage**: - Les Vision Transformers (ViT) ont révolutionné le domaine de la vision par ordinateur en atteignant des...
-
Peut-on Appliquer Une Méthode de Réduction Des
Il y a 2 mois
Palaiseau, France CEA Temps pleinDescription du poste **Domaine**: - Systèmes d'information **Contrat**: - Stage **Intitulé de l'offre**: - Peut-on appliquer une méthode de réduction des tokens généralisée aux modèles ViT multitâches ? H/F **Sujet de stage**: - Les Vision Transformers (ViT) ont révolutionné le domaine de la vision par ordinateur en atteignant des...
-
Négociation de Contrat de Qos Inter-domaine Sdn Et
Il y a 2 mois
Palaiseau, France CEA Temps pleinDescription du poste **Domaine**: - Mathématiques, information scientifique, logiciel **Contrat**: - Stage **Intitulé de l'offre**: - Négociation de contrat de QoS inter-domaine SDN et fiabilité des flux dans les réseaux 6G H/F **Sujet de stage**: - Avec l'émergence des réseaux 6G, assurer une qualité de service (QoS) est crucial. La...
-
Postdoctoral Researcher for Ensemble Methods in Network Verification
il y a 3 semaines
Palaiseau, Île-de-France CNRS Temps pleinOutils de travail Le postdoctorant contribuera à l'avancement des méthodes ensemblistes pour la vérification de réseaux de neurones dans le cadre du projet SAIF (Sécurité de l'IA par des méthodes formelles) du PEPR IA. Les objectifs principaux de ce poste sont l'étude des propriétés de robustesse généralisées des réseaux de...
-
Assistant/Associate Professor in cybersecurity
il y a 2 semaines
Palaiseau, France Institut Mines-Télécom Temps pleinWho are we?Télécom Paris, a school of the IMT (Institut Mines-Télécom) and a founding member of the Institut Polytechnique de Paris, is one of the top 5 French general engineering schools.The guiding mission of Télécom Paris is to train, imagine and undertake to design digital models, technologies and solutions for a society and economy that respect...
-
Palaiseau, France CEA Temps pleinDescription de l'offre Multisensory integration (MSI) is a fundamental aspect of perception, enabling organisms to combine inputs from different sensory modalities to form a unified representation of the external world. MSI involves a complex interplay of neural mechanisms across various brain regions and levels of processing. Due to the rapid...
