Genmo
Research Scientist (post-training)
San Francisco HQ. Posted 26 days ago
The role
This Research Scientist will focus on alignment and post-training techniques for large-scale video generation models. You will ensure diffusion-based video models produce high-quality, physically accurate, and safe outputs.
What you will do
- Lead research initiatives in alignment and post-training methods for video generation models
- Design and implement supervised fine-tuning and reinforcement learning from human feedback (RLHF) pipelines
- Develop robust evaluation frameworks to measure model alignment, safety, and output quality
- Create and optimize data collection pipelines for human feedback and preferences
- Design and conduct experiments to validate alignment techniques and their scaling properties
- Collaborate with cross-functional teams to integrate alignment improvements into production
- Review academic literature in generative AI and alignment
- Mentor junior researchers
- Work with product teams to ensure alignment methods enhance model capabilities
Required qualifications
- Ph.D. in Computer Science, Artificial Intelligence, Machine Learning, or a closely related field
- Strong publication record in top-tier conferences (e.g., NeurIPS, ICML, ICLR) with a focus on reinforcement learning, alignment, or generative models
- Extensive experience implementing and optimizing large-scale training pipelines using PyTorch
- Deep understanding of reinforcement learning techniques, particularly RLHF
- Experience with distributed training systems and large-scale experiments
- Proven track record in designing and implementing robust evaluation frameworks
- Excellent communication skills
- Strong software engineering skills and experience with complex shared codebases
Nice to have
- Experience with diffusion models or other generative architectures
- Background in fine-tuning large language models or generative models
- Experience working with human feedback data collection and annotation pipelines
- Strong aesthetic sense and understanding of video quality assessment
- Familiarity with alignment techniques such as constitutional AI or debate
- Track record of successful collaboration with product teams
- Experience with perceptual quality metrics and human evaluation design
- Contributions to open-source projects in AI alignment or generative AI
About the company
Genmo is a research lab developing video world models to understand, simulate, and interact with the physical world. Their mission is to unlock the right brain of AGI.