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Research Fellow (Machine Learning)


NANYANG TECHNOLOGICAL UNIVERSITY
14 days ago
Posted date
14 days ago
N/A
Minimum level
N/A
ITJob category
IT
ATMRI at NTU a highly motivated Research Fellow to join its dynamic research team working at the forefront of Artificial Intelligence (AI), Multi-Agent Systems (MAS), Collaborative Decision Making with a strong focus on real-world applications of reinforcement learning. The role involves conducting cutting-edge research in AI targeting high impact research publication in top tier AI conferences and journals.

You will be expected to:
  • Conduct cutting-edge research in:
    Multi-Agent Systems (MAS) for complex, dynamic, and uncertain environments.
    Multi-Agent Reinforcement Learning (MARL), including cooperative, competitive, and mixed settings.
    Collaborative decision-making frameworks and decentralized learning algorithms.
    Adaptive, meta-learning, and context-aware strategies to enhance policy generalization across tasks.
    Hierarchical and modular agent architectures to enable scalable coordination.
  • Design and implement simulation environments, integrating real-world data and domain-specific constraints, for model training and validation.
  • Perform visual analysis to visualize agent behaviors, emergent strategies, and system-level outcomes.
  • Contribute to:
    High-impact publications in top-tier AI conference and journals.
    Internal knowledge transfer, and collaborative research efforts.
  • Develop and evaluate AI models, including, but not limited to, those for Multi-Agent Systems, Multi-Agent Reinforcement Learning, and Collaborative Decision-Making frameworks.
  • Design and implement simulation platforms and experimental pipelines for algorithm validation and visualize simulation and experimental results to support decision-making and research findings.

Qualifications & Competencies:
  • Minimally a PhD degree in Artificial Intelligence, Computer Science, Optimization, or a related field.
  • Strong foundation in multi-agent systems, MARL, Game Theory.
  • Strong background in Mathematics and modelling.
  • Good English writing and communication skills for research work.
  • Proficiency in Python, experience with PyTorch, NumPy, and relevant data science and machine learning tools.
  • Able to work independently and comfortably with a team and external/international collaborators.
  • Able to handle multiple tasks relevant to both project and research.
  • Experience in publication in top-tier AI conferences/journals is desired.
  • Experience in prototypes and intelligent tools development is desired.

We regret to inform that only shortlisted candidates will be notified.
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JOB SUMMARY
Research Fellow (Machine Learning)
NANYANG TECHNOLOGICAL UNIVERSITY
Singapore
14 days ago
N/A
Contract / Freelance / Self-employed

Research Fellow (Machine Learning)