AI Research Scientist â Structured & Spatial Modeling
AMER - United States - California - San Francisco - One Market, United States
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Full Time USD 141K - 254K
- Remote-first
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Autodesk
Autodesk is a global leader in design and make technology, with expertise across architecture, engineering, construction, design, manufacturing, and entertainment.Job Requisition ID #
25WD89328The translation into French can be found below!/La traduction en français se trouve ci-dessous !
Position Overview
As an AI Research Scientist at Autodesk Research, you will be doing fundamental and applied research that will help our customers imagine, design, and make a better world.
You'll be joining a rapidly growing team working on a project that aims to revolutionize the design of nearly every aspect of the built environment. Your contributions will directly influence how designers, architects, and engineers interact with AI tools in the future.
This role is fully remote-friendly. Our team operates primarily remotely with team members distributed across the globe, with offices in London, Boston, Toronto and other locations worldwide. At Autodesk, we embrace remote work while fostering connection through regular team offsites for collaborative planning and relationship building. This balanced approach ensures you can work where you're most productive while maintaining meaningful connections with colleagues.
This role will report to a Manager of Research Science in the AI Lab.
Location: US or Canada Remote or Hybrid
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Responsibilities
Develop and lead research on novel ML models for structured generation and multi-modal understanding of complex visual and spatial content
Review relevant AI/ML literature to identify emerging methods in generative models and autoregressive architectures
Explore new data sources and discover techniques for leveraging structured representations in design workflows
Minimum Qualifications
A PhD in a field related to AI/ML such as: Computer Science, Mathematics, Statistics, Physics, Linguistics, Mechanical Engineering, Architecture or related disciplines
Publications in venues such as NeurIPS, ICLR, GECCO, MLSys, JMLR, ICML, IROS, EMNLP, MICCAI, Medical Image Analysis, IEEE TMI, ICDAR, CVPR or other high impact ML conferences and journals
Strong background applying Deep Learning techniques, particularly generative models and spatial reasoning (including implementing custom architectures, optimizing model performance, developing novel loss functions, and deploying production-ready solutions)
Strong coding abilities in PyTorch
Preferred Qualifications
Experience in the Architecture, Engineering, and/or Construction domains, including expertise with industry-specific data formats (e.g., BIM models, IFC files, AEC Contract Documents and Drawings) and structured data representation in AEC workflows
Experience in specialized domains requiring sequential or structured generation of complex spatial annotations, such as medical imaging (autoregressive segmentation, sequential annotation), document layout analysis (technical diagrams, forms, scientific papers), or cartography/GIS (map annotation, symbol placement)
Experience with LLMs and autoregressive models for structured representations such as code generation, molecular/biological discovery, or other domain-specific sequence modeling
Multi-modal deep learning and/or information retrieval experience
Significant post-graduate research experience, or 5 or greater years of work experience (actual job title/position will be commensurate to experience)
At Autodesk, we're building a diverse workplace and an inclusive culture to give more people the chance to imagine, design, and make a better world. Autodesk is proud to be an equal opportunity employer and considers all qualified applicants for employment without regard to race, color, religion, age, sex, sexual orientation, gender, gender identity, national origin, disability, veteran status or any other legally protected characteristic. We also consider for employment all qualified applicants regardless of criminal histories, consistent with applicable law.
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Description du poste
En tant que chercheur en intelligence artificielle chez Autodesk Research, vous mÚnerez des recherches fondamentales et appliquées qui aideront nos clients à imaginer, concevoir et créer un monde meilleur.
Vous rejoindrez une équipe en pleine croissance qui travaille sur un projet visant à révolutionner la conception de presque tous les aspects de l'environnement bùti. Vos contributions auront une influence directe sur la maniÚre dont les concepteurs, les architectes et les ingénieurs interagiront avec les outils d'intelligence artificielle à l'avenir.
Ce poste est entiĂšrement compatible avec le tĂ©lĂ©travail. Notre Ă©quipe travaille principalement Ă distance, avec des membres rĂ©partis dans le monde entier et des bureaux Ă Londres, Boston, Toronto et dans d'autres villes. Chez Autodesk, nous encourageons le tĂ©lĂ©travail tout en favorisant les liens entre les membres de l'Ă©quipe grĂące Ă des rĂ©unions rĂ©guliĂšres hors site afin de planifier le travail et de renforcer les relations. Cette approche Ă©quilibrĂ©e vous permet de travailler lĂ oĂč vous ĂȘtes le plus productif tout en maintenant des liens significatifs avec vos collĂšgues.
Ce poste sera rattaché à un responsable de la recherche scientifique au sein du laboratoire d'IA.
Lieu : Ătats-Unis ou Canada, Ă distance ou en mode hybride
Responsabilités
Développer et diriger des recherches sur de nouveaux modÚles d'apprentissage automatique pour la génération structurée et la compréhension multimodale de contenus visuels et spatiaux complexes
Passer en revue la littérature pertinente en matiÚre d'IA/d'apprentissage automatique afin d'identifier les méthodes émergentes dans les modÚles génératifs et les architectures autorégressives
Explorer de nouvelles sources de données et découvrir des techniques permettant d'exploiter les représentations structurées dans les workflows de conception
Qualifications minimales
Doctorat dans un domaine lié à l'IA/ML, tel que : informatique, mathématiques, statistiques, physique, linguistique, génie mécanique, architecture ou disciplines connexes
Publications dans des revues telles que NeurIPS, ICLR, GECCO, MLSys, JMLR, ICML, IROS, EMNLP, MICCAI, Medical Image Analysis, IEEE TMI, ICDAR, CVPR ou d'autres conférences et revues de ML à fort impact
Solide expĂ©rience dans l'application des techniques d'apprentissage profond, en particulier les modĂšles gĂ©nĂ©ratifs et le raisonnement spatial (y compris la mise en Ćuvre d'architectures personnalisĂ©es, l'optimisation des performances des modĂšles, le dĂ©veloppement de nouvelles fonctions de perte et le dĂ©ploiement de solutions prĂȘtes Ă la production)
Solides compétences en codage dans PyTorch
Qualifications souhaitées
Expérience dans les domaines de l'architecture, de l'ingénierie et/ou de la construction, y compris une expertise des formats de données spécifiques à l'industrie (par exemple, modÚles BIM, fichiers IFC, documents contractuels et dessins AEC) et de la représentation structurée des données dans les flux de travail AEC
Expérience dans des domaines spécialisés nécessitant la génération séquentielle ou structurée d'annotations spatiales complexes, tels que l'imagerie médicale (segmentation autorégressive, annotation séquentielle), l'analyse de la mise en page de documents (diagrammes techniques, formulaires, articles scientifiques) ou la cartographie/SIG (annotation de cartes, placement de symboles)
Expérience avec les LLM et les modÚles autorégressifs pour les représentations structurées telles que la génération de code, la découverte moléculaire/biologique ou d'autres modélisations de séquences spécifiques à un domaine
Expérience en apprentissage profond multimodal et/ou en recherche d'informations
Expérience significative en recherche postuniversitaire ou 5 ans ou plus d'expérience professionnelle (le titre/poste réel sera proportionnel à l'expérience)
Chez Autodesk, nous crĂ©ons un lieu de travail diversifiĂ© et une culture inclusive afin de donner Ă davantage de personnes la possibilitĂ© d'imaginer, de concevoir et de crĂ©er un monde meilleur. Autodesk est fier d'ĂȘtre un employeur garantissant l'Ă©galitĂ© des chances et examine toutes les candidatures sans distinction de race, de couleur, de religion, d'Ăąge, de sexe, d'orientation sexuelle, d'identitĂ© sexuelle, d'origine nationale, de handicap, de statut d'ancien combattant ou de toute autre caractĂ©ristique protĂ©gĂ©e par la loi. Nous examinons Ă©galement toutes les candidatures qualifiĂ©es, indĂ©pendamment des antĂ©cĂ©dents judiciaires, conformĂ©ment Ă la lĂ©gislation en vigueur.
Learn More
About Autodesk
Welcome to Autodesk! Amazing things are created every day with our software â from the greenest buildings and cleanest cars to the smartest factories and biggest hit movies. We help innovators turn their ideas into reality, transforming not only how things are made, but what can be made.
We take great pride in our culture here at Autodesk â itâs at the core of everything we do. Our culture guides the way we work and treat each other, informs how we connect with customers and partners, and defines how we show up in the world.
When youâre an Autodesker, you can do meaningful work that helps build a better world designed and made for all. Ready to shape the world and your future? Join us!
Salary transparency
Salary is one part of Autodeskâs competitive compensation package. For U.S.-based roles, we expect a starting base salary between $147,300 and $254,100. Offers are based on the candidateâs experience and geographic location, and may exceed this range. In addition to base salaries, our compensation package may include annual cash bonuses, commissions for sales roles, stock grants, and a comprehensive benefits package.Salary is one part of Autodeskâs competitive compensation package. For Canada-BC based roles, we expect a starting base salary between $141,000 and $206,800. Offers are based on the candidateâs experience and geographic location, and may exceed this range. In addition to base salaries, our compensation package may include annual cash bonuses, commissions for sales roles, stock grants, and a comprehensive benefits package.Equal Employment Opportunity
At Autodesk, we're building a diverse workplace and an inclusive culture to give more people the chance to imagine, design, and make a better world. Autodesk is proud to be an equal opportunity employer and considers all qualified applicants for employment without regard to race, color, religion, age, sex, sexual orientation, gender, gender identity, national origin, disability, veteran status or any other legally protected characteristic. We also consider for employment all qualified applicants regardless of criminal histories, consistent with applicable law.
Diversity & Belonging
We take pride in cultivating a culture of belonging where everyone can thrive. Learn more here: https://www.autodesk.com/company/diversity-and-belonging
Are you an existing contractor or consultant with Autodesk?
Please search for open jobs and apply internally (not on this external site).
Tags: Architecture Autoregressive models Computer Science Deep Learning EMNLP Engineering Generative modeling ICLR ICML JMLR Linguistics LLMs Machine Learning Mathematics ML models NeurIPS PhD Physics PyTorch Research Statistics
Perks/benefits: Career development Competitive pay Conferences
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