A
Posted 11 hours ago
Research Scientist: Hierarchical RL Agents
AsteraResearch Scientist: Hierarchical RL Agents
Requirements
PhD in quantitative field, Deep learning expertise, PyTorch or JAX proficiency, Knowledge of graphical models and information theory
Skills
Machine LearningPyTorchJax
About the role
Responsibilities
- Develop and implement new architectures and learning/inference algorithms for hierarchical RL that supports hierarchical world modeling and hierarchical planning
- Design tasks to evaluate agents in ethologically constrained environments and benchmark different agent designs
- Design experiments to test hypotheses regarding high-level cognition, causal representations, sensory-motor integration, active inference, and unsupervised learning
- Work alongside neuroscientists and software engineers to translate abstract mathematical frameworks into scalable systems
- Contribute to open science through new publication models, open source code releases, and free open access
Requirements
- PhD in Computer Science, Electrical Engineering, Neuroscience, Physics, or a related quantitative field (or exceptional non-traditional background)
- Strong foundations in deep learning, graphical models, and information theory
- Expert-level coding skills in PyTorch or JAX
- Focus on clean, reproducible research code
- Demonstrated interest in AGI, robustness, generalization, and common-sense reasoning
- Passion for exploring the computational and architectural principles of the mammalian brain
About the Company
We are a research-focused organization dedicated to developing the foundational principles of Artificial General Intelligence by bridging the gap between biological intelligence and computational theory.
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Get started — it's freeResearch Scientist: Hierarchical RL Agents
Astera · Emeryville
