7 дней назад
Research Scientist (Robotics & World Models)
160 000 - 185 000$
Мэтч & Сопровод
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Описание вакансии
Текст:
TL;DR
Research Scientist (Robotics & World Models) (robotics, AI, and synthetic data): Designing and evaluating data for robot foundation models, including vision-language-action models, world models, and manipulation and locomotion policies, with an accent on data specifications, simulation, and real-world transfer. Focus on building benchmarks, running data-quality ablations and scaling studies, designing adversarial long-horizon evaluations, and publishing reproducible research.
Location: Remote - United States
Salary: $160,000–$185,000 per year, based on experience, skills, and qualifications.
Company
is a global data engineering company providing data, evaluation frameworks, platforms, and human expertise for generative AI and other AI systems.
What you will do
- Define, structure, and experimentally validate data for robot foundation models, including vision-language-action models, world models, and manipulation and locomotion policies.
- Translate model requirements into data specifications covering modalities, action representations, sampling, annotation schemas, and evaluation criteria.
- Curate and weight datasets across robot embodiments, action spaces, sensors, real-world capture, simulation, and synthetic-data pipelines.
- Build benchmarks for coverage, reliability, discriminative power, world-model rollout quality, and sim-to-real transfer.
- Fine-tune and evaluate foundation models using data-quality ablations and scaling studies, and design adversarial and long-horizon evaluations.
- Collaborate with capture, annotation, and synthetic-data teams while publishing benchmarks, methodologies, and research papers.
Requirements
- Approximately 4+ years of hands-on industry experience in robot learning or robotics machine learning; a current PhD research agenda may offset the lower end.
- Bachelor's degree in computer science, electrical engineering, robotics, or a related technical field; an MS or PhD is preferred.
- Experience training and evaluating manipulation or locomotion policies with imitation learning or reinforcement learning, with strong PyTorch fundamentals.
- Experience curating and weighting robot datasets across embodiments and sensor setups, using formats such as LeRobot, RLDS, and Open X-Embodiment.
- Hands-on experience with simulation and synthetic data, including Isaac Sim, Isaac Lab, Omniverse, MuJoCo, domain randomization, system identification, and sim-to-real transfer.
- Experience with teleoperation or egocentric data collection, VLM adaptation, VLA fine-tuning, Hugging Face Transformers, PEFT, and recognized research publications or open-source contributions.
Nice to have
- Interest or hands-on experience in responsible-AI evaluation and red-teaming for embodied systems, including safety and robustness testing.
Culture & Benefits
- Direct collaboration with customers and frontier research labs developing robot foundation models.
- Practical, research-driven work focused on rigorous, reproducible experiments and documentation.
- Opportunity to publish benchmarks, methodologies, and papers that advance robotics and AI.
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