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FLFlexion Robotics

Research Engineer - Dexterous Manipulation (Egocentric Models)(m/w/x)

Zürich
Full-timeOn-siteSenior
AI/ML

Architecting pre-training objectives for egocentric video datasets and developing hand-object interaction representations. PhD or Master's degree in Robotics or ML required. Energetic, collaborative team.

Requirements

  • PhD or Master’s degree in Robotics, Machine Learning, or related field
  • Strong focus on data-driven manipulation, egocentric vision, or foundation models
  • Experience with Humanoid or Dexterous Manipulation
  • Deep understanding of contact-rich physics
  • Excellent Python knowledge
  • Excellent PyTorch knowledge
  • Excellent distributed training knowledge (FSDP, NCCL)
  • Proven expertise in Diffusion Models
  • Proven expertise in Flow Matching
  • Proven expertise in Transformers
  • Hands-on experience deploying learning-based controllers on real robot hardware
  • Experience with Reinforcement Learning
  • Experience with simulation environments (IsaacLab, MuJoCo)

Tasks

  • Architect large-scale pre-training objectives for egocentric video datasets
  • Develop generalizable representations of hand-object interactions
  • Implement spatial-temporal dynamics learning
  • Unify visual perception and natural language instructions into robotic trajectories
  • Design generative action heads using Diffusion Models
  • Optimize generative action heads with Flow-matching techniques
  • Develop algorithms for humanoid motion alignment
  • Ensure fluid and stable execution of humanoid systems
  • Optimize foundation model performance with Offline RL
  • Fine-tune models using high-fidelity simulations
  • Translate research in scaling laws into production-ready architectures
  • Enhance robot reliability and autonomy through cross-functional research

Work Experience

  • approx. 4 - 6 years

Education

  • Master's degree

Languages

  • EnglishBusiness Fluent

Tools & Technologies

  • Robotics
  • Machine Learning
  • Python
  • PyTorch
  • FSDP
  • NCCL
  • Diffusion Models
  • Flow Matching
  • Transformers
  • Reinforcement Learning
  • IsaacLab
  • MuJoCo

Benefits

Competitive Pay

  • Competitive compensation package

Informal Culture

  • Energetic, collaborative team
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