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    <title>PhD offers | MSc in Industrial and Applied Mathematics - Grenoble</title>
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      <title>PhD offers</title>
      <link>https://msiam.imag.fr/phd/offers/</link>
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    <item>
      <title>Deep Multimodal Image Fusion for Scientic Imaging</title>
      <link>https://msiam.imag.fr/phd/offers/2026/deep-multimodal-image-fusion-for-scientic-imaging/</link>
      <pubDate>Thu, 18 Jun 2026 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2026/deep-multimodal-image-fusion-for-scientic-imaging/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Reconstruction de champs et identification de source dans les écoulements de polluants en milieu ventilé par apprentissage profond informé par la physique</title>
      <link>https://msiam.imag.fr/phd/offers/2026/reconstruction-de-champs-et-identification-de-source-dans-les-ecoulements-de-polluants-en-milieu-ventile-par-apprentissage-profond-informe-par-la-physique/</link>
      <pubDate>Thu, 18 Jun 2026 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2026/reconstruction-de-champs-et-identification-de-source-dans-les-ecoulements-de-polluants-en-milieu-ventile-par-apprentissage-profond-informe-par-la-physique/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Co-design of Physical Acquisition Systems and Computational Reconstruction for Scientic Imaging</title>
      <link>https://msiam.imag.fr/phd/offers/2026/co-design-of-physical-acquisition-systems-and-computational-reconstruction-for-scientic-imaging/</link>
      <pubDate>Wed, 17 Jun 2026 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2026/co-design-of-physical-acquisition-systems-and-computational-reconstruction-for-scientic-imaging/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Development of novel and effective Arbitrary-Lagrangian-Eulerian ADER Finite Volume and Discontinuous Galerkin schemes on moving 3D polyhedral meshes</title>
      <link>https://msiam.imag.fr/phd/offers/2026/development-of-novel-and-effective-arbitrary-lagrangian-eulerian-ader-finite-volume-and-discontinuous-galerkin-schemes-on-moving-3d-polyhedral-meshes/</link>
      <pubDate>Sun, 12 Apr 2026 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2026/development-of-novel-and-effective-arbitrary-lagrangian-eulerian-ader-finite-volume-and-discontinuous-galerkin-schemes-on-moving-3d-polyhedral-meshes/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Modélisation par éléments finis sous FreeFem de la détection électrochimique de micropolluants</title>
      <link>https://msiam.imag.fr/phd/offers/2026/modelisation-par-elements-finis-sous-freefem-de-la-detection-electrochimique-de-micropolluants/</link>
      <pubDate>Sat, 24 Jan 2026 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2026/modelisation-par-elements-finis-sous-freefem-de-la-detection-electrochimique-de-micropolluants/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Tensor-Based approaches for non-Intrusive Load Monitoring of French households</title>
      <link>https://msiam.imag.fr/phd/offers/2026/tensor-based-approaches-for-non-intrusive-load-monitoring-of-french-households/</link>
      <pubDate>Mon, 12 Jan 2026 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2026/tensor-based-approaches-for-non-intrusive-load-monitoring-of-french-households/</guid>
      <description></description>
    </item>
    
    <item>
      <title>théorie minimax pour les contraintes de forme et de régularité</title>
      <link>https://msiam.imag.fr/phd/offers/2025/theorie-minimax-pour-les-contraintes-de-forme-et-de-regularite/</link>
      <pubDate>Sat, 11 Oct 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/theorie-minimax-pour-les-contraintes-de-forme-et-de-regularite/</guid>
      <description>&lt;p&gt;Ce sujet de thèse en statistiques mathématiques, financé, devrait probablement être mis
au concours de l’école doctorale pour un démarrage en septembre 2026. Il s’adresse
aux étudiants de niveau M2 ayant un solide parcours en mathématiques et souhaitant
s’intéresser à la théorie des statistiques.&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Wave propagation in random media and Monte-Carlo methods: interactions be- tween surface and bulk waves for applications in mechanical engineering</title>
      <link>https://msiam.imag.fr/phd/offers/2025/wave-propagation-in-random-media-and-monte-carlo-methods-interactions-be-tween-surface-and-bulk-waves-for-applications-in-mechanical-engineering/</link>
      <pubDate>Sun, 29 Jun 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/wave-propagation-in-random-media-and-monte-carlo-methods-interactions-be-tween-surface-and-bulk-waves-for-applications-in-mechanical-engineering/</guid>
      <description>&lt;p&gt;Recent advances in neuroscience and machine learning have revitalized interest in models of noisy cognition, which depart from the classical view that decisions result from stable preferences. Instead, these models attribute behavioral variability to systematic limitations in cognitive processing. This framework has gained particular traction in the study of decision-making under risk and uncertainty, offering explanations for well-documented behavioral regularities, such as risk aversion, loss aversion, and probability weighting. In this project, we aim to extend the cognitively grounded models to simple strategic interactions, including social dilemmas, coordination problems, and bargaining/trust games, and then to design and implement behavioral experiments to empirically test the predictive validity of these models against traditional utility-based models.&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Imperfect Cognition in Strategic Choices -- Theory and Experiments</title>
      <link>https://msiam.imag.fr/phd/offers/2025/imperfect-cognition-in-strategic-choices--theory-and-experiments/</link>
      <pubDate>Mon, 19 May 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/imperfect-cognition-in-strategic-choices--theory-and-experiments/</guid>
      <description>&lt;p&gt;Recent advances in neuroscience and machine learning have revitalized interest in models of noisy cognition, which depart from the classical view that decisions result from stable preferences. Instead, these models attribute behavioral variability to systematic limitations in cognitive processing. This framework has gained particular traction in the study of decision-making under risk and uncertainty, offering explanations for well-documented behavioral regularities, such as risk aversion, loss aversion, and probability weighting. In this project, we aim to extend the cognitively grounded models to simple strategic interactions, including social dilemmas, coordination problems, and bargaining/trust games, and then to design and implement behavioral experiments to empirically test the predictive validity of these models against traditional utility-based models.&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Unforeseen contingencies in Human and Machine Learning -- Theory and Experiments)</title>
      <link>https://msiam.imag.fr/phd/offers/2025/unforeseen-contingencies-in-human-and-machine-learning--theory-and-experiments/</link>
      <pubDate>Mon, 19 May 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/unforeseen-contingencies-in-human-and-machine-learning--theory-and-experiments/</guid>
      <description>&lt;p&gt;In standard models, agents are assumed to have an exogenously given correct model of the underlying uncertainty. In practice, the &amp;ldquo;correct model&amp;rdquo; is rarely known and has to be inferred from data. Both humans and AI-decisions makers may experience surprises and have to take into account &amp;ldquo;unknown unknowns&amp;rdquo;.
This project studies the way in which humans and machines derive the relevant model of uncertainty from available data in view of possible unforeseen contingencies. The goals of the project are three-fold: derive and study an axiomatic model of decision making under uncertainty, applicable to both human and machine-learning. Use the model to generate behavioral and normative predictions, as well as to study learning and the value of information acquisition in such environments. Design an experiment to test the theoretical predictions using human subjects and AI-algorithms.&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Design of experiments and multi-fidelity for regional climate simulations</title>
      <link>https://msiam.imag.fr/phd/offers/2025/design-of-experiments-and-multi-fidelity-for-regional-climate-simulations/</link>
      <pubDate>Tue, 22 Apr 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/design-of-experiments-and-multi-fidelity-for-regional-climate-simulations/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Machine Learning pour l&#39;identification optique de pathogènes bactériens</title>
      <link>https://msiam.imag.fr/phd/offers/2025/machine-learning-pour-lidentification-optique-de-pathogenes-bacteriens/</link>
      <pubDate>Tue, 25 Mar 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/machine-learning-pour-lidentification-optique-de-pathogenes-bacteriens/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Détection non-supervisée d’anomalies dans des flux continus de séries temporelles multivariées</title>
      <link>https://msiam.imag.fr/phd/offers/2025/detection-non-supervisee-danomalies-dans-des-flux-continus-de-series-temporelles-multivariees/</link>
      <pubDate>Wed, 29 Jan 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/detection-non-supervisee-danomalies-dans-des-flux-continus-de-series-temporelles-multivariees/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Statistical geometry for the spatiotemporal modeling of compound climate events</title>
      <link>https://msiam.imag.fr/phd/offers/2025/statistical-geometry-for-the-spatiotemporal-modeling-of-compound-climate-events/</link>
      <pubDate>Tue, 28 Jan 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/statistical-geometry-for-the-spatiotemporal-modeling-of-compound-climate-events/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Détection et localisation de cibles masquées en milieu urbain</title>
      <link>https://msiam.imag.fr/phd/offers/2025/detection-et-localisation-de-cibles-masquees-en-milieu-urbain/</link>
      <pubDate>Tue, 21 Jan 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/detection-et-localisation-de-cibles-masquees-en-milieu-urbain/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Synthèse de formes d&#39;onde Radar et communications par réseau MIMO</title>
      <link>https://msiam.imag.fr/phd/offers/2025/synthese-de-formes-donde-radar-et-communications-par-reseau-mimo/</link>
      <pubDate>Tue, 21 Jan 2025 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2025/synthese-de-formes-donde-radar-et-communications-par-reseau-mimo/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Analyse théorique et numérique des fuites dans les réseaux d’eau potable à partir de la propagation d’onde de pression en leur sein</title>
      <link>https://msiam.imag.fr/phd/offers/2024/analyse-theorique-et-numerique-des-fuites-dans-les-reseaux-deau-potable-a-partir-de-la-propagation-donde-de-pression-en-leur-sein/</link>
      <pubDate>Fri, 20 Sep 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/analyse-theorique-et-numerique-des-fuites-dans-les-reseaux-deau-potable-a-partir-de-la-propagation-donde-de-pression-en-leur-sein/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Modélisation numérique et validation expérimentale de la fragmentation d’un verre trempé par une approche champ de phase</title>
      <link>https://msiam.imag.fr/phd/offers/2024/modelisation-numerique-et-validation-experimentale-de-la-fragmentation-dun-verre-trempe-par-une-approche-champ-de-phase/</link>
      <pubDate>Tue, 03 Sep 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/modelisation-numerique-et-validation-experimentale-de-la-fragmentation-dun-verre-trempe-par-une-approche-champ-de-phase/</guid>
      <description></description>
    </item>
    
    <item>
      <title>HYBRID PHYSICS- AND DATA-DRIVEN METHODS FOR X-RAY FLUORESCENCE COMPUTED TOMOGRAPHY (XRFCT)</title>
      <link>https://msiam.imag.fr/phd/offers/2024/hybrid-physics-and-data-driven-methods-for-x-ray-fluorescence-computed-tomography-xrfct/</link>
      <pubDate>Fri, 28 Jun 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/hybrid-physics-and-data-driven-methods-for-x-ray-fluorescence-computed-tomography-xrfct/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Active learning with functional inputs: application to wind turbine reliability design</title>
      <link>https://msiam.imag.fr/phd/offers/2024/active-learning-with-functional-inputs-application-to-wind-turbine-reliability-design/</link>
      <pubDate>Fri, 07 Jun 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/active-learning-with-functional-inputs-application-to-wind-turbine-reliability-design/</guid>
      <description></description>
    </item>
    
    <item>
      <title>3D Transcranial Ultrasound Localization Microscopy (ULM) via Inverse Problem Solving</title>
      <link>https://msiam.imag.fr/phd/offers/2024/3d-transcranial-ultrasound-localization-microscopy-ulm-via-inverse-problem-solving/</link>
      <pubDate>Mon, 03 Jun 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/3d-transcranial-ultrasound-localization-microscopy-ulm-via-inverse-problem-solving/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Allocation de ressources pour les réseaux sans fil sécurisés militaires</title>
      <link>https://msiam.imag.fr/phd/offers/2024/allocation-de-ressources-pour-les-reseaux-sans-fil-securises-militaires/</link>
      <pubDate>Sun, 19 May 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/allocation-de-ressources-pour-les-reseaux-sans-fil-securises-militaires/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Supervised Leverage Scores for Large-Scale Statistical Learning</title>
      <link>https://msiam.imag.fr/phd/offers/2024/supervised-leverage-scores-for-large-scale-statistical-learning/</link>
      <pubDate>Tue, 09 Apr 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/supervised-leverage-scores-for-large-scale-statistical-learning/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Neural Implicit Representation and operator learning for mutliscale problems in physics</title>
      <link>https://msiam.imag.fr/phd/offers/2024/neural-implicit-representation-and-operator-learning-for-mutliscale-problems-in-physics/</link>
      <pubDate>Tue, 19 Mar 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/neural-implicit-representation-and-operator-learning-for-mutliscale-problems-in-physics/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Floating wind farms layout optimization for energy production improvement</title>
      <link>https://msiam.imag.fr/phd/offers/2024/floating-wind-farms-layout-optimization-for-energy-production-improvement/</link>
      <pubDate>Sat, 09 Mar 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/floating-wind-farms-layout-optimization-for-energy-production-improvement/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Développement d’un jumeau numérique pour la prédiction de la durée de vie résiduelle de réservoirs de stockage d’hydrogène</title>
      <link>https://msiam.imag.fr/phd/offers/2024/developpement-dun-jumeau-numerique-pour-la-prediction-de-la-duree-de-vie-residuelle-de-reservoirs-de-stockage-dhydrogene/</link>
      <pubDate>Fri, 16 Feb 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/developpement-dun-jumeau-numerique-pour-la-prediction-de-la-duree-de-vie-residuelle-de-reservoirs-de-stockage-dhydrogene/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Physics-informed Machine Learning for Defect Detection in Medical Microbatteries</title>
      <link>https://msiam.imag.fr/phd/offers/2024/physics-informed-machine-learning-for-defect-detection-in-medical-microbatteries/</link>
      <pubDate>Wed, 31 Jan 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/physics-informed-machine-learning-for-defect-detection-in-medical-microbatteries/</guid>
      <description></description>
    </item>
    
    <item>
      <title>New architectures in inverse geometry for spectral X-ray imaging</title>
      <link>https://msiam.imag.fr/phd/offers/2024/new-architectures-in-inverse-geometry-for-spectral-x-ray-imaging/</link>
      <pubDate>Mon, 08 Jan 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/new-architectures-in-inverse-geometry-for-spectral-x-ray-imaging/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Resin Flow Modeling in Deformable Fibrous Media</title>
      <link>https://msiam.imag.fr/phd/offers/2024/resin-flow-modeling-in-deformable-fibrous-media/</link>
      <pubDate>Sun, 07 Jan 2024 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2024/resin-flow-modeling-in-deformable-fibrous-media/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Apprentissage machine et réseaux de convolution interprétables pour le débruitage supervisé et non-supervisé d&#39;images : application à l&#39;imagerie satellitaire</title>
      <link>https://msiam.imag.fr/phd/offers/2023/apprentissage-machine-et-reseaux-de-convolution-interpretables-pour-le-debruitage-supervise-et-non-supervise-dimages-application-a-limagerie-satellitaire/</link>
      <pubDate>Thu, 21 Dec 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/apprentissage-machine-et-reseaux-de-convolution-interpretables-pour-le-debruitage-supervise-et-non-supervise-dimages-application-a-limagerie-satellitaire/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Computational methods for hidden semi-Markov models with mixed effects -- application to plant and root branching patterns</title>
      <link>https://msiam.imag.fr/phd/offers/2023/computational-methods-for-hidden-semi-markov-models-with-mixed-effects--application-to-plant-and-root-branching-patterns/</link>
      <pubDate>Thu, 22 Jun 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/computational-methods-for-hidden-semi-markov-models-with-mixed-effects--application-to-plant-and-root-branching-patterns/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Identification de modèles d’équations différentielles à partir de séries temporelles en microéconomie, physiologie végétale et énergie solaire</title>
      <link>https://msiam.imag.fr/phd/offers/2023/identification-de-modeles-dequations-differentielles-a-partir-de-series-temporelles-en-microeconomie-physiologie-vegetale-et-energie-solaire/</link>
      <pubDate>Tue, 06 Jun 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/identification-de-modeles-dequations-differentielles-a-partir-de-series-temporelles-en-microeconomie-physiologie-vegetale-et-energie-solaire/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Modélisation électromagnétique de dispositifs d’électronique de puissance par la méthode PEEC accélérée par compression tensorielle à faible rang</title>
      <link>https://msiam.imag.fr/phd/offers/2023/modelisation-electromagnetique-de-dispositifs-delectronique-de-puissance-par-la-methode-peec-acceleree-par-compression-tensorielle-a-faible-rang/</link>
      <pubDate>Thu, 01 Jun 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/modelisation-electromagnetique-de-dispositifs-delectronique-de-puissance-par-la-methode-peec-acceleree-par-compression-tensorielle-a-faible-rang/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Identification of rheological parameters by physics in- formed neural networks. Application to granular media</title>
      <link>https://msiam.imag.fr/phd/offers/2023/identification-of-rheological-parameters-by-physics-in-formed-neural-networks.-application-to-granular-media/</link>
      <pubDate>Thu, 18 May 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/identification-of-rheological-parameters-by-physics-in-formed-neural-networks.-application-to-granular-media/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Analyse Numérique et Asymptotique de l’Interaction de Structures photoniques et quantiques via un champ électromagnétique</title>
      <link>https://msiam.imag.fr/phd/offers/2023/analyse-numerique-et-asymptotique-de-linteraction-de-structures-photoniques-et-quantiques-via-un-champ-electromagnetique/</link>
      <pubDate>Fri, 28 Apr 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/analyse-numerique-et-asymptotique-de-linteraction-de-structures-photoniques-et-quantiques-via-un-champ-electromagnetique/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Investigating model mis-specification in simulation-based inference</title>
      <link>https://msiam.imag.fr/phd/offers/2023/investigating-model-mis-specification-in-simulation-based-inference/</link>
      <pubDate>Sat, 22 Apr 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/investigating-model-mis-specification-in-simulation-based-inference/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Security of decentralized deep learning -- integrity and confidentiality of embedded deep neural network model</title>
      <link>https://msiam.imag.fr/phd/offers/2023/security-of-decentralized-deep-learning--integrity-and-confidentiality-of-embedded-deep-neural-network-model/</link>
      <pubDate>Sat, 22 Apr 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/security-of-decentralized-deep-learning--integrity-and-confidentiality-of-embedded-deep-neural-network-model/</guid>
      <description>&lt;p&gt;In the context of research actions in the field of the Security of Artificial Intelligence, we propose the following PhD subject : Security of decentralized deep learning : integrity and confidentiality of embedded deep neural network models&lt;/p&gt;
&lt;h2 id=&#34;context&#34;&gt;Context&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;Large-scale deployment of AI&lt;/li&gt;
&lt;li&gt;New decentralized training processes&lt;/li&gt;
&lt;li&gt;Model security : a complex attack surface
-Very active scientific community: Adversarial Machine Learning / Privacy-Preserving Machine Learning (main actors : Google, Meta, MIT, Stanford, Toronto, Tubingen, ETH, …)&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;objective&#34;&gt;Objective&lt;/h2&gt;
&lt;p&gt;Definition of the different threats models for embedded and decentralized training (focus on Federated Learning)&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Caracterization of attacks targeting models integrity, availability and confidentiality of models and data.&lt;/li&gt;
&lt;li&gt;Improve and propose protection schemes&lt;/li&gt;
&lt;li&gt;Propose evaluation methods for model robustness&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;contact&lt;/strong&gt; : &lt;a href=&#34;mailto:pierre-alain.moellic@cea.fr&#34;&gt;pierre-alain.moellic@cea.fr&lt;/a&gt;&lt;/p&gt;
</description>
    </item>
    
    <item>
      <title>Méthodes numériques pour le roulage stationnaire</title>
      <link>https://msiam.imag.fr/phd/offers/2023/methodes-numeriques-pour-le-roulage-stationnaire/</link>
      <pubDate>Sat, 15 Apr 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/methodes-numeriques-pour-le-roulage-stationnaire/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Floating wind farms layout optimization for energy production improvement</title>
      <link>https://msiam.imag.fr/phd/offers/2023/floating-wind-farms-layout-optimization-for-energy-production-improvement/</link>
      <pubDate>Tue, 21 Mar 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/floating-wind-farms-layout-optimization-for-energy-production-improvement/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Uncertainty analysis in a windfarm based on wind datas&#34;</title>
      <link>https://msiam.imag.fr/phd/offers/2023/uncertainty-analysis-in-a-windfarm-based-on-wind-datas/</link>
      <pubDate>Tue, 21 Mar 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/uncertainty-analysis-in-a-windfarm-based-on-wind-datas/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Computational methods for hidden semi-Markov models with mixed effects -- application to plant and root branching patterns</title>
      <link>https://msiam.imag.fr/phd/offers/2023/computational-methods-for-hidden-semi-markov-models-with-mixed-effects--application-to-plant-and-root-branching-patterns/</link>
      <pubDate>Tue, 14 Mar 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/computational-methods-for-hidden-semi-markov-models-with-mixed-effects--application-to-plant-and-root-branching-patterns/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Impact modeling and measurement of adverse weather conditions using computer vision</title>
      <link>https://msiam.imag.fr/phd/offers/2023/impact-modeling-and-measurement-of-adverse-weather-conditions-using-computer-vision/</link>
      <pubDate>Thu, 02 Feb 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/impact-modeling-and-measurement-of-adverse-weather-conditions-using-computer-vision/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Sparse Control</title>
      <link>https://msiam.imag.fr/phd/offers/2023/sparse-control/</link>
      <pubDate>Thu, 02 Feb 2023 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2023/sparse-control/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Computational Fluid Dynamics to infer embryonic tissue rheology</title>
      <link>https://msiam.imag.fr/phd/offers/2022/computational-fluid-dynamics-to-infer-embryonic-tissue-rheology/</link>
      <pubDate>Wed, 21 Dec 2022 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2022/computational-fluid-dynamics-to-infer-embryonic-tissue-rheology/</guid>
      <description></description>
    </item>
    
    <item>
      <title>PhD opportunities in Mathematical Sciences</title>
      <link>https://msiam.imag.fr/phd/offers/2022/phd-opportunities-in-mathematical-sciences/</link>
      <pubDate>Wed, 21 Dec 2022 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/2022/phd-opportunities-in-mathematical-sciences/</guid>
      <description></description>
    </item>
    
    <item>
      <title> Apprentissage automatique et profond appliqué à la détection robuste de cibles radar</title>
      <link>https://msiam.imag.fr/phd/offers/1/apprentissage-automatique-et-profond-applique-a-la-detection-robuste-de-cibles-radar/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/apprentissage-automatique-et-profond-applique-a-la-detection-robuste-de-cibles-radar/</guid>
      <description></description>
    </item>
    
    <item>
      <title> Topology Optimization of large-scale systems with many local constraints</title>
      <link>https://msiam.imag.fr/phd/offers/1/topology-optimization-of-large-scale-systems-with-many-local-constraints/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/topology-optimization-of-large-scale-systems-with-many-local-constraints/</guid>
      <description></description>
    </item>
    
    <item>
      <title> Topology Optimization of uncertain physical systems</title>
      <link>https://msiam.imag.fr/phd/offers/1/topology-optimization-of-uncertain-physical-systems/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/topology-optimization-of-uncertain-physical-systems/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Actuariat &amp; science des données</title>
      <link>https://msiam.imag.fr/phd/offers/1/actuariat-science-des-donnees/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/actuariat-science-des-donnees/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Anisotropic mesh adaptation and numerical schemes for the LES simulation of interfaces</title>
      <link>https://msiam.imag.fr/phd/offers/1/anisotropic-mesh-adaptation-and-numerical-schemes-for-the-les-simulation-of-interfaces/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/anisotropic-mesh-adaptation-and-numerical-schemes-for-the-les-simulation-of-interfaces/</guid>
      <description>&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;LORIA, Paris colorisation automatique d’images et de vidéos à l’aide de réseaux de neurones et méthodes variationnelles&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;LJK, Grenoble DISTRIBUTIONALLY ROBUST SHAPE OPTIMIZATION&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
</description>
    </item>
    
    <item>
      <title>Colorisation automatique d’images et de vidéos à l’aide de réseaux de neurones et méthodes variationnelles</title>
      <link>https://msiam.imag.fr/phd/offers/1/colorisation-automatique-dimages-et-de-videos-a-laide-de-reseaux-de-neurones-et-methodes-variationnelles/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/colorisation-automatique-dimages-et-de-videos-a-laide-de-reseaux-de-neurones-et-methodes-variationnelles/</guid>
      <description>&lt;ul&gt;
&lt;li&gt;LJK, Grenoble DISTRIBUTIONALLY ROBUST SHAPE OPTIMIZATION&lt;/li&gt;
&lt;/ul&gt;
</description>
    </item>
    
    <item>
      <title>Digital Insurance and Long Term Risk</title>
      <link>https://msiam.imag.fr/phd/offers/1/digital-insurance-and-long-term-risk/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/digital-insurance-and-long-term-risk/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Distributionally Robust Shape Optimization</title>
      <link>https://msiam.imag.fr/phd/offers/1/distributionally-robust-shape-optimization/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/distributionally-robust-shape-optimization/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Statistical Modeling Of The Rare Trajectories Of Energetic Particles In A Tokamak For Nuclear Fusion</title>
      <link>https://msiam.imag.fr/phd/offers/1/statistical-modeling-of-the-rare-trajectories-of-energetic-particles-in-a-tokamak-for-nuclear-fusion/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/statistical-modeling-of-the-rare-trajectories-of-energetic-particles-in-a-tokamak-for-nuclear-fusion/</guid>
      <description></description>
    </item>
    
    <item>
      <title>Uncertainty analysis in a windfarm based on wind data</title>
      <link>https://msiam.imag.fr/phd/offers/1/uncertainty-analysis-in-a-windfarm-based-on-wind-data/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://msiam.imag.fr/phd/offers/1/uncertainty-analysis-in-a-windfarm-based-on-wind-data/</guid>
      <description></description>
    </item>
    
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