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Experience Level
Entry Level
Qualifications
Qualifications:Currently enrolled in a PhD program in Computer Science, Machine Learning, or a related field. Research experience in at least one of the following: Reinforcement Learning, Large Language/Vision-Language Models, Computer Vision, and Multimodal Perception, or Representation Learning. Proven ability to conduct experiments and either publish or prepare papers for top-tier conferences such as NeurIPS, ICLR, ICML, CVPR, or ACL. Strong programming and prototyping skills in Python and familiarity with ML frameworks like PyTorch or JAX. Demonstrated curiosity and initiative with a keen interest in connecting fundamental research to practical AI applications.
About the job
At Simular, we are at the forefront of AI research, pushing the boundaries of what is possible in machine learning and artificial intelligence. We are seeking a passionate and driven PhD Research Intern to join our innovative team. This position may be based in any of our listed locations, with priority determined according to the order of listing.
Your Role:
Work closely with our talented research scientists to enhance methodologies in the following areas:
Planning and Reinforcement Learning (RL) for computer applications, including behavioral cloning and RL on model weights.
Multimodal grounding, focusing on vision-only models and hybrid methods incorporating large models.
Reward and Judge Modeling, encompassing error analysis and human evaluation.
Understanding user intent, particularly in modeling vague queries and preference learning.
Assist in dataset development, conduct experiments, and benchmark results.
Investigate innovative approaches to support Simular's long-term technical roadmap.
Document and share findings through detailed internal reports and academic-style writing.
About Simular
Simular is a leader in artificial intelligence and machine learning, dedicated to pioneering research and innovative solutions that address complex challenges. Join us to be part of a team that is shaping the future of AI.
About Arc Institute The Arc Institute is a pioneering scientific organization dedicated to curiosity-driven basic research and technological advancements aimed at understanding and combating complex human diseases. Based in Palo Alto, California, Arc operates independently while collaborating with esteemed institutions such as Stanford University, UCSF, and …
About Arc Institute The Arc Institute is an innovative scientific organization dedicated to advancing basic science and technology to understand and treat intricate human diseases. Based in Palo Alto, California, Arc operates as an independent research body, collaborating closely with prestigious institutions such as Stanford University, UCSF, and UC Berkeley. While traditional university research has achieved remarkable successes, we are committed to exploring new institutional frameworks that can catalyze further progress. Our unique approach encompasses: Funding: Arc provides comprehensive financial support to Core Investigators (PIs), freeing researchers from the limitations of conventional project-based grants. Technology: As biomedical research increasingly relies on sophisticated tools, our Technology Centers focus on enhancing, optimizing, and implementing cutting-edge experimental and computational technologies in partnership with Core Investigators. Support: We strive to offer exceptional operational, financial, and scientific backing that empowers scientists to undertake ambitious, long-term research projects aimed at significant advancements in curing diseases like neurodegeneration, cancer, and immune disorders. Culture: Recognizing the pivotal role of institutional culture in scientific excellence, we foster an environment that prioritizes curiosity, truth-seeking, ambition, and collaborative spirit. With a team of over 350 members and more than $650 million secured in funding, Arc Institute is poised for rapid growth, supported by our state-of-the-art laboratory facilities in Palo Alto. About the Position We are on the lookout for a Postdoctoral Fellow with a strong background in human immunology, neurobiology, or neuroimmunology to join the Pluvinage Lab. Our mission is to enhance the quality of life for patients suffering from neurological disorders by investigating unexplained autoimmune responses in both rare cases and prevalent neurodegenerative diseases. The key questions we explore include: How do autoantibodies influence cognitive functions? What are the origins, targets, and mechanisms of pathogenic autoantibodies in neurological disorders? How can we effectively eliminate pathogenic autoantibodies while preserving the integrity of the immune system? What is the impact of comorbid conditions on these processes?
About the Arc InstituteThe Arc Institute is an innovative research organization dedicated to pioneering curiosity-driven science and technology development aimed at understanding and addressing complex human diseases. Located in the vibrant city of Palo Alto, California, we partner with esteemed institutions such as Stanford University, UCSF, and UC Berkeley to push the boundaries of scientific inquiry.We are committed to reimagining traditional research paradigms, believing that a fresh institutional approach can significantly advance impactful research. Key elements of our strategy include:Funding: Our Core Investigators (PIs) receive comprehensive funding for their research groups, freeing scientists from the limitations of project-based grants.Technology: We recognize the growing reliance on sophisticated tools in biomedical research. Our Technology Centers focus on developing and optimizing cutting-edge experimental and computational technologies in collaboration with our Core Investigators.Support: We provide exceptional operational, financial, and scientific support to empower scientists to undertake long-term, high-risk research that has the potential to lead to significant advancements in the treatment of diseases, including neurodegeneration, cancer, and immune dysfunction.Culture: We believe that a strong scientific culture is essential for sustained excellence. Our aim is to cultivate an environment characterized by scientific curiosity, an unwavering commitment to truth, ambitious goals, and collaborative spirit.With a team of over 350 individuals and more than $650M in committed funding, we continue to expand rapidly, supported by a state-of-the-art laboratory facility in Palo Alto.About the PositionThe Horns Lab is on the lookout for dedicated, innovative, and inquisitive scientists. We specialize in developing and utilizing technologies that integrate synthetic biology and genomics to tackle fundamental and translational questions in human health, particularly in the realms of immunology and neuroscience. Our goal is to create novel tools and apply them to uncover mechanisms operating within complex, dynamic systems such as the immune system and brain.As a Postdoctoral Researcher in our lab, you will be encouraged to lead ambitious, independent projects that contribute to high-impact publications and prepare for a successful career in academia or industry. You will have the opportunity to collaborate extensively across Arc, Stanford, and the broader Bay Area research community.
Join the Arc InstituteThe Arc Institute represents a pioneering scientific endeavor dedicated to advancing fundamental research and technology aimed at understanding and treating complex human diseases. Located in the heart of Palo Alto, California, we are an independent research organization that collaborates closely with leading institutions such as Stanford University, UCSF, and UC Berkeley.While traditional university research models have led to significant breakthroughs, we advocate for innovative institutional approaches that can further scientific progress. Our model includes:Comprehensive Funding: We fully fund our Core Investigators’ research initiatives, liberating scientists from the constraints of conventional grant-based funding.Advanced Technology: Our Technology Centers are at the forefront of biomedical research, developing and optimizing cutting-edge experimental and computational tools in partnership with our Core Investigators.Exceptional Support: We provide unparalleled operational, financial, and scientific support, empowering researchers to pursue high-risk, high-reward projects that can lead to breakthroughs in areas such as neurodegeneration, cancer, and immune dysfunction.Collaborative Culture: At Arc, we understand that a thriving scientific culture is crucial for sustained excellence. We are committed to fostering an environment centered around curiosity, truth, ambition, and collaboration.With over 350 dedicated team members and more than $650 million in committed funding, our state-of-the-art lab facility in Palo Alto is poised for rapid growth in the coming years.About the PositionThe Gilbert Lab seeks enthusiastic, diligent, and inquisitive candidates. Our research focuses on synthetic biology, functional genomics, and epigenetics, particularly utilizing CRISPR methodologies to modulate transcription. We are dedicated to understanding the mechanisms that determine and maintain cellular identity and the epigenome, and we aim to leverage our knowledge in epigenetics and synthetic biology to develop innovative therapeutic strategies addressing cancer, viral biology, and neurodegeneration.
About the Arc Institute The Arc Institute is an innovative scientific research organization dedicated to conducting groundbreaking basic science and technology development focused on understanding and treating complex human diseases. Based in Palo Alto, California, we operate independently while collaborating with leading institutions such as Stanford University, UCSF, and UC Berkeley. We believe that advancing scientific research requires new institutional models. Our approach includes: Comprehensive Funding: We fully finance our Core Investigators’ research teams, freeing them from the traditional constraints of project-based external grants. Advanced Technology: Recognizing the growing complexity of biomedical research, our Technology Centers develop, optimize, and deploy cutting-edge experimental and computational technologies in partnership with our Core Investigators. Exceptional Support: We provide unparalleled operational, financial, and scientific support, enabling researchers to undertake ambitious, high-risk projects aimed at significant advancements in curing diseases such as neurodegeneration, cancer, and immune dysfunction. Cultivating a Positive Culture: We prioritize a research environment that nurtures scientific curiosity, a commitment to truth, broad ambition, and collaborative spirit. Having grown to over 350 staff with more than $650 million in committed funding and a state-of-the-art lab facility, the Arc Institute is poised for rapid expansion in the coming years. About the Position The Zhou Lab is seeking passionate, diligent, and inquisitive candidates. Our specialization lies in single-cell epigenomic modeling, utilizing high-throughput single-cell multiomic technologies and computational models to investigate the spatiotemporal dynamics of gene regulation. The chosen applicant will be pivotal in pushing the boundaries of generative AI applications in biology, focusing on DNA sequences, gene regulation, and perturbation modeling. You will be tasked with developing machine learning models tailored for biological data by leveraging innovative ML architectures, interpretability techniques, and more. Furthermore, your models will be applied to significant computational biology tasks, including genome mining and molecular interaction analysis.
Full-time|$121.3K/yr - $159.5K/yr|On-site|Palo Alto, CA
About Arc Institute The Arc Institute is a pioneering scientific organization committed to conducting innovative, curiosity-driven research and technology development aimed at understanding and treating complex human diseases. Based in Palo Alto, California, Arc operates independently and collaborates closely with esteemed institutions such as Stanford University, UCSF, and UC Berkeley. While traditional university research models have achieved remarkable successes, we believe that new institutional frameworks are crucial for advancing science. Our key initiatives include: Funding: We offer comprehensive funding for Core Investigators’ (PIs’) research groups, freeing scientists from the limitations of conventional project-based external grants. Technology: The field of biomedical research relies heavily on advanced tools. Our Technology Centers focus on developing, optimizing, and implementing cutting-edge experimental and computational technologies in collaboration with Core Investigators. Support: Arc is dedicated to providing exceptional operational, financial, and scientific support, allowing scientists to engage in long-term, high-risk, high-reward research that could significantly advance cures for diseases such as neurodegeneration, cancer, and immune dysfunction. Culture: We prioritize fostering a culture that emphasizes scientific curiosity, a commitment to truth, ambitious goals, and collaborative teamwork. Arc has grown to over 350 team members with more than $650 million in committed funding and a state-of-the-art laboratory facility in Palo Alto. We are poised for rapid expansion in the coming years. About the Position We are on the lookout for a highly skilled and driven Scientist to join the Horns Lab at the Arc Institute. In this role, you will spearhead the creation of an innovative platform designed to map human antibody specificities on a large scale. You will be pivotal in developing, optimizing, and implementing a high-throughput system for the identification of antigen-specific B cells and their antibody sequences via single-cell sequencing, thereby enhancing our understanding of human immunity and aiding in the discovery of new antibodies.
We are seeking a highly motivated Senior Research Associate to join our dynamic team at Arc Institute, focusing on groundbreaking research in molecular engineering. In this role, you will leverage your expertise to contribute to innovative projects and collaborate with leading scientists in the field.
Full-time|On-site|Palo Alto, California, United States
1XFounded in 2015, 1X has emerged as a leader in the development of cutting-edge humanoid robots tailored for domestic applications. Our ambition is to create a considerable workforce through safe and intelligent humanoids.We are committed to excellence, tackling some of the most challenging issues in robotics with the most talented professionals in the field. Our vertically integrated approach ensures that every component of our robots, from motor coils to advanced AI, is meticulously designed and manufactured in-house. At 1X, your contributions will be valued, and your achievements recognized, with rewards based on merit.At 1X Labs, we aim to pioneer the science and technology necessary for developing human-level, versatile humanoid robots.We are dedicated to identifying the performance gap between current humanoid capabilities and the demands of human-level functionality. Our approach involves delving deep into fundamental principles, exploring innovative yet often non-intuitive pathways, and translating technological advancements into tangible products. Our focus and integration across materials science, component design, systems engineering, and manufacturing uniquely position us to convert research breakthroughs into real-world applications.Humanoid robots represent a highly integrated system where significant advancements can only be achieved when sensing, actuation, materials, control, and intelligence evolve collectively, each challenging its limits. 1X Labs comprises experts who understand their disciplines profoundly enough to confidently push boundaries while engaging with adjacent fields, recognizing which constraints are critically important.You possess deep expertise in your area—shaped by years of tackling complex, practical challenges. Your interdisciplinary approach is a natural outcome of mastery in a field that requires collaboration across various domains.As a Biomechanics Researcher on the 1X Labs team, your mission will be to:Drive humanoid performance towards biological benchmarks by basing engineering decisions on biological references and principles.
About Arc Institute The Arc Institute is an innovative scientific institution dedicated to curiosity-driven basic science and technology development aimed at understanding and treating complex human diseases. Based in Palo Alto, California, Arc operates as an independent research organization, collaborating closely with renowned institutions such as Stanford University, UCSF, and UC Berkeley. While traditional university research models have achieved remarkable successes, we firmly believe in the power of institutional experimentation to catalyze progress. Our unique approach includes: Funding: Arc provides comprehensive funding for Core Investigators’ research teams, freeing scientists from the usual limitations of project-based external grants. Technology: With the increasing complexity of biomedical research, our Technology Centers focus on developing and optimizing cutting-edge experimental and computational technologies in partnership with Core Investigators. Support: We are committed to delivering exceptional operational, financial, and scientific support that empowers researchers to undertake ambitious, high-risk projects aimed at significantly advancing cures for diseases like neurodegeneration, cancer, and immune dysfunction. Culture: We prioritize cultivating a scientific culture that values curiosity, a steadfast commitment to truth, broad ambition, and collaborative spirit. With a growing team of over 350 individuals and $650M+ in committed funding, the Arc Institute is poised for rapid expansion, backed by a state-of-the-art lab facility in Palo Alto. About the Position The Jain Lab seeks motivated, diligent, and inquisitive candidates. Our research focuses on the interplay between organisms and their environments, specifically how factors such as oxygen levels and nutrient availability influence metabolism and disease progression. We have recently identified that chronic hypoxia, akin to living at high altitudes in Peru or Nepal, may offer therapeutic benefits for mitochondrial diseases.
Full-time|$87K/yr - $114.3K/yr|On-site|Palo Alto, CA
About Arc Institute Arc Institute is a pioneering scientific organization dedicated to curiosity-driven basic research and technological advancements aimed at understanding and treating complex human diseases. Based in Palo Alto, California, we operate independently while collaborating with esteemed institutions such as Stanford University, UCSF, and UC Berkeley. Emphasizing innovative institutional models, Arc Institute is committed to fostering significant research initiatives by: Providing full funding for Core Investigators (PIs), allowing them to focus on groundbreaking research without the usual limitations of external grants. Developing cutting-edge technologies in our Technology Centers, where we collaborate with Core Investigators to enhance and apply advanced experimental and computational methods. Ensuring top-tier operational, financial, and scientific support, empowering scientists to engage in high-risk, high-reward research that can lead to advancements in curing diseases such as neurodegeneration, cancer, and immune dysfunction. Cultivating a scientific culture that emphasizes curiosity, commitment to truth, ambition, and collaborative spirit. Currently, Arc Institute has expanded to over 350 staff members and has secured more than $650 million in funding, with plans for rapid growth supported by our state-of-the-art laboratory facilities in Palo Alto. About the Position We are in search of a highly skilled Senior Research Associate with extensive experience in single-cell RNA sequencing to join our Virtual Cell Initiative at Arc Institute. In this role, you will play a pivotal part in generating large-scale single-cell perturbation datasets across over 50 cancer cell lines, facilitating the training of Virtual Cell models to accurately predict cellular states and responses to interventions. Your expertise in implementing single-cell genomics technologies will be crucial for scaling our workflows to produce high-quality scRNA-seq datasets, contributing to the essential data generation for Arc’s Virtual Cell Initiative. Collaborating within a dynamic team, you will have opportunities to foster innovation and drive impactful scientific progress.
About UsAt Odyssey, we are at the forefront of artificial intelligence research, developing cutting-edge general-purpose world models. These innovative multimodal intelligence frameworks are set to transform consumer, enterprise, and intelligence applications. Our flagship model, Odyssey-2 Pro, exemplifies our commitment to pioneering advancements in AI.OpportunityWe are seeking passionate research interns for 2026 to collaborate with our expert machine learning research teams. This internship is designed for PhD students eager to expand the horizons of visual AI by developing and executing a research project focused on enhancing general-purpose world models. You will have access to Odyssey's extensive research and engineering resources, data, and computational capabilities, making a tangible impact on our publicly available models.Candidate ProfileThe ideal candidate is currently pursuing a PhD or a similar advanced degree and has relevant research experience to share. You should be available to work from our offices in Palo Alto or London, with flexibility to conduct research at any time throughout the year.Your RoleDuring this internship, you will undertake a 3-6 month research project aimed at producing publishable results in the field of general-purpose world models. We welcome a diverse range of research topics that contribute to advancing visual AI. This project will enhance your academic portfolio and will be supported by mentorship from our research teams and technical infrastructure to ensure your success.Application ProcessTo apply, please submit a concise research proposal outlining the project you wish to pursue, limited to one page. This proposal will help us shape the scope of potential projects in collaboration with selected candidates and the Odyssey research team.
Full-time|On-site|Palo Alto, California, United States
1XFounded in 2015, 1X is pioneering the development of sophisticated humanoid robots tailored for household applications. Our vision is to create an abundant workforce through safe and intelligent humanoid technology.We are committed to excellence in all our endeavors, tackling the toughest challenges in robotics alongside some of the brightest minds in the industry. Every component of our robots, from motor coils to artificial intelligence, is designed and manufactured in-house, showcasing our vertically integrated approach. At 1X, you will lead significant projects, receive recognition for your contributions, and be rewarded based on your performance.At 1X Labs, our goal is to drive the science and technology that facilitate human-level, general-purpose humanoids.We rigorously analyze the gap between current humanoid capabilities and the standards expected for human-level performance. This involves a deep dive into fundamental principles, taking innovative and often unconventional routes, developing groundbreaking technologies, and translating these advancements into tangible products. Our unique position allows us to transform research findings into market-ready solutions through our cohesive integration of materials, component design, systems engineering, and manufacturing.Humanoids represent a highly integrated system where genuine progress occurs only when advancements in sensing, actuation, materials, control, and intelligence harmoniously evolve—pushed to their functional limits. 1X Labs is shaped by individuals who have extensive expertise in their respective fields, capable of reasoning confidently at these boundaries and engaging meaningfully with adjacent domains, understanding which constraints are truly significant.You possess deep capabilities in your field—your intuition honed through years of tackling complex, tangible problems. Interdisciplinarity is not merely an identity for you; it is a natural outcome of mastery in systems where no single discipline suffices.You thrive in environments that value technical depth, where ideas are rigorously tested against real-world applications, and research is only validated when it successfully reaches the market..
Full-time|$180K/yr - $300K/yr|On-site|Palo Alto, California, United States
AI Research Engineer, Scaling | InfrastructureLocation: Palo Alto, CA (on-site)At 1X, we are pioneering the development of humanoid robots designed to collaborate with humans, addressing labor shortages and fostering abundance across various sectors.The Role: As an AI Research Engineer specializing in Scaling, you will be responsible for architecting and implementing robust infrastructure that facilitates large-scale training, evaluation, and deployment for our fleet of robots. Your contributions will be essential in transitioning experimental systems into production-ready platforms, optimized for throughput, latency, and overall performance in both datacenter and edge environments. This role will significantly impact the efficiency of learning and inference processes, directly influencing the capabilities of our general-purpose humanoid robots.
Join the vibrant team at solidcore as a Front Desk & Sales Associate! We are seeking an enthusiastic, personable individual who thrives in a dynamic environment to support our Head Coach and Community Manager. In this part-time role, your responsibilities will include front desk operations, administrative tasks, and sales initiatives that enhance our studio’s community engagement. Your contributions will help drive sales while ensuring that every member enjoys a professional and welcoming experience. We are excited to find someone who shares our passion for fitness and community!
At Simular, we are at the forefront of AI research, pushing the boundaries of what is possible in machine learning and artificial intelligence. We are seeking a passionate and driven PhD Research Intern to join our innovative team. This position may be based in any of our listed locations, with priority determined according to the order of listing.Your Role:Work closely with our talented research scientists to enhance methodologies in the following areas:Planning and Reinforcement Learning (RL) for computer applications, including behavioral cloning and RL on model weights.Multimodal grounding, focusing on vision-only models and hybrid methods incorporating large models.Reward and Judge Modeling, encompassing error analysis and human evaluation.Understanding user intent, particularly in modeling vague queries and preference learning.Assist in dataset development, conduct experiments, and benchmark results.Investigate innovative approaches to support Simular's long-term technical roadmap.Document and share findings through detailed internal reports and academic-style writing.
Join us at Simular, where we are at the forefront of developing agentic AI technologies. We invite you to be part of a dynamic team dedicated to pioneering advancements in artificial intelligence that will shape the future of human-agent interactions.Your RoleAs a Research Scientist at Simular, you will:Lead groundbreaking research initiatives in planning, reinforcement learning, multimodal reasoning, grounding, and AI alignment, focusing on critical areas such as reward modeling and AI safety.Design and implement comprehensive experiments encompassing data collection, benchmarking, model training, and evaluation processes.Develop innovative methodologies that enhance AI agent capabilities and reliability, collaborating with top-tier scientists and engineers to achieve significant academic and product outcomes.Work closely with engineering teams to integrate research prototypes into practical applications.Contribute to the AI research community by publishing and presenting findings at prestigious conferences.Engage in hands-on scientific advancement through method design, dataset creation, experimental execution, and benchmarking against state-of-the-art standards.
Join our dynamic team at Lewis Associates as an Intellectual Property Associate, where you will play a vital role in protecting and managing our clients' intellectual property assets. In this position, you will work closely with clients to understand their needs and help them navigate the complexities of IP law.
Join our innovative team at pika as a Real-time Video Researcher. In this dynamic role, you will leverage cutting-edge technology to analyze and interpret live video data, contributing to groundbreaking projects that shape the future of video research.
Full-time|$104.5K/yr - $128.8K/yr|On-site|Palo Alto, CA
About Arc Institute The Arc Institute is an innovative scientific organization committed to conducting curiosity-driven research and developing technologies aimed at understanding and treating complex human diseases. Located in Palo Alto, California, we operate independently while partnering with esteemed institutions like Stanford University, UCSF, and UC Berkeley. While traditional university research models have achieved remarkable successes, we are dedicated to pioneering new institutional approaches to advance scientific progress. Our unique model is characterized by: Comprehensive Funding: Arc fully supports Core Investigators’ (PIs’) research groups, freeing scientists from the limitations of project-based external grants. Advanced Technology: With an increasing reliance on intricate tools in biomedical research, our Technology Centers collaborate with Core Investigators to develop, optimize, and implement cutting-edge experimental and computational technologies. Exceptional Support: We provide top-tier operational, financial, and scientific support, enabling researchers to undertake ambitious, high-risk projects focused on significant advancements in curing diseases such as neurodegeneration, cancer, and immune dysfunction. Collaborative Culture: We recognize the importance of fostering a scientific culture that prioritizes curiosity, commitment to truth, broad ambitions, and collaborative efforts. Currently, Arc boasts a team of over 350 individuals and has secured more than $650 million in funding, with plans for further expansion in our state-of-the-art laboratory facilities in Palo Alto. About the Position In this pivotal role, you will play a key part in shaping the future of the flow cytometry core service at Arc. Responsibilities include coordinating instrument usage, conducting user training, and managing daily operations. You will operate analytical and sorting cytometers, focusing on advising research teams regarding method development, assay design, and data analysis. In addition to core operations, you will help define the strategic direction of flow cytometry at Arc by benchmarking new technologies, identifying innovation opportunities, and fostering collaborative initiatives.
About VoltaiVoltai is at the forefront of developing advanced world models and intelligent agents designed to learn, evaluate, plan, experiment, and interact with the physical environment. Our initial focus lies in understanding and innovating hardware, specifically in electronics systems and semiconductors, where artificial intelligence can surpass human cognitive capabilities.About Our TeamOur team is backed by prominent investors from Silicon Valley, Stanford University, and high-profile leaders from companies like Google, AMD, Broadcom, and Marvell. We comprise former Stanford faculty, researchers from SAIL, medalists from international Olympiads, and executives from leading tech firms, including Synopsys and GlobalFoundries, alongside notable figures from the U.S. government.Key ResponsibilitiesDevelop and optimize MPI+CUDA PDE solvers for electrostatics, charge transport, and electromagnetic field challenges on intricate 3D IC geometries utilizing multi-node GPU clusters.Enhance and extend AMG preconditioners, Krylov solvers, and mesh pipelines, ensuring performance and correctness at scale.Construct and train neural operators (FNO, DeepONet, GNO, and variants) as high-fidelity surrogates for PDE-based field solvers.Design simulation pipelines that yield training data for neural operator models, addressing sampling strategies, mesh management, and physical consistency checks.Conduct thorough validations, including analytical solutions, published benchmarks, and cross-validation between field solvers and learned surrogates.QualificationsPhD in Computational Physics, Applied Mathematics, Computational Engineering, or a closely related discipline.Extensive knowledge of numerical PDE methods: FEM, FVM, or BEM, including weak formulations, quadrature, convergence, and error analysis.Proficient in C++ and CUDA, with a focus on writing and optimizing kernels, memory hierarchy management, and multi-GPU programming.Experience with multi-node HPC: MPI, domain decomposition, collective communication, and scaling strategies.Deep understanding of sparse linear algebra, including Krylov methods, algebraic multigrid, and preconditioning techniques.Hands-on experience with neural operators (FNO, DeepONet, or similar), encompassing training, architecture design, and evaluation on PDE datasets.Solid grasp of AI applications in scientific research.
