Research Scientist, Robotics & World Models
I
InnodataRobotics, Data Engineering
Remote - United StatesFull-TimeSenior
Salary160,000 - 185,000 USD per year
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Job Details
- Experience
- 4+ years of hands-on industry experience
- Required Skills
- PyTorchComputer Vision
Requirements
- Roughly 4+ years of hands-on industry experience in robot learning or robotics ML.
- Bachelor's degree in computer science, electrical engineering, robotics, or related technical field (Advanced degree preferred).
- Strong PyTorch fundamentals and experience training/evaluating robot policies via imitation or reinforcement learning.
- Experience curating, filtering, and weighting robot data across different embodiments and sensors.
- Fluency in robotics data formats such as LeRobot, RLDS, and Open X-Embodiment.
- Hands-on experience with simulation and synthetic data (e.g., NVIDIA Isaac Sim, MuJoCo).
- Experience with teleoperation or egocentric data collection.
- Experience fine-tuning large VLA models using HuggingFace transformers and PEFT.
- Track record of first-author publications or open-source contributions at venues like CoRL, ICRA, IROS, RSS, or NeurIPS.
- Ability to clearly explain data and modeling decisions to expert and non-expert audiences.
Responsibilities
- Translate requirements of vision-language-action models and locomotion policies into concrete data specifications.
- Curate and weight training mixes across heterogeneous robot datasets and sensors.
- Guide data collection across various modalities and synthetic pipelines.
- Build evaluation and benchmarking methodology to predict real-world transfer and sim-to-real fidelity.
- Run experiments including fine-tuning and evaluation to demonstrate model improvement.
- Design adversarial and long-horizon evaluations to identify policy failure modes.
- Publish benchmarks, methodology, and papers to advance the field.
- Collaborate with capture labs and annotation teams to execute collection and labeling plans.
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