Gen AI Staff Researcher - Generative World Models
generalmotors · Herzliya
وصف الوظيفة
About the role
GM Israel (Herzliya) is hiring a Gen AI Staff Researcher for its Foundational AI Research team, part of the GM AV AI Research organization. The team develops next-generation autonomous driving, L3 and beyond, and the role contributes to generative world models focused on diffusion models for autonomous driving. The researcher designs and trains large-scale diffusion models that learn driving dynamics and generate realistic, temporally consistent future scenarios conditioned on sensor observations, actions and scene context.
Key responsibilities
- Contribute original research and technical expertise to generative world models, focusing on diffusion-based modeling of driving environments.
- Design, build, train and evaluate large-scale diffusion models for video and multimodal generation, emphasizing temporal consistency, physical plausibility and controllability.
- Implement and optimize large-scale training on distributed, multi-GPU infrastructure, improving stability, throughput, memory efficiency and scalability.
- Develop action- and context-conditioned world models that generate diverse future scenarios for counterfactual exploration, closed-loop simulation and long-tail scenario coverage.
- Develop and evaluate data and training strategies for fleet-scale datasets, including curation, pretraining, fine-tuning and targeted generation of challenging scenarios.
- Develop evaluation methods linking generative quality and scenario coverage to downstream KPI improvements.
- Collaborate with engineering teams to turn research into scalable simulation and synthetic data solutions.
- Publish at top-tier conferences and journals and incubate technologies for L3 autonomous driving.
Required profile
- PhD in Computer Science, Electrical Engineering, Robotics or a related field; excellent M.Sc. graduates considered.
- Over 3 years of research experience in generative AI, computer vision, machine learning or related areas.
- Strong publication record at top-tier AI/ML conferences and journals.
Required skills
- Deep expertise in diffusion models and hands-on experience with generative models for images, video or multimodal data.
- Hands-on experience with large-scale distributed training of deep learning models.
- Understanding of world modeling and spatiotemporal learning.
- Excellent Python coding and proficiency with modern AI frameworks such as PyTorch.
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generalmotors
Herzliya
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