HPE Labs - Postdoctoral Research Scientist: Generative AI for Photonic and Analog Electronic Design Automation
Diegem, Flemish Brabant, Belgium
EUR 37K-37K (estimate) Mid-level Full Time
Tasks
- Apply generative AI to photonic and analog EDA
- Benchmark methods against state-of-the-art
- Build reproducible research pipelines
- Contribute to patents and technology transfers
- Develop surrogate modeling methods
- Generate optical and analog layouts
- Implement constraint aware optimization
- Publish research results
- Validate models on real hardware and datasets
Perks/Benefits
- Flexible work arrangements
- Health and wellbeing benefits
- Hybrid work schedule
- Professional development programs
Skills/Tech-stack
Algorithm hardware co-design | Bayesian optimization | Co-design | Constraint Optimization | Diffusion Models | Evolutionary Algorithms | Flow-based models | Gradient descent | Hardware co-design | In-Memory Computing | In-memory) | Inverse design | JAX | Language Models | Large Language Models | Machine Learning | Monte Carlo | Monte Carlo Methods | Neuromorphic Computing | ODE Solvers | Optical computing | PDE solvers | Physics-informed machine learning | PyTorch | Python | Reinforcement Learning | Surrogate modeling | TensorFlow | Verification
Education
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