Markel Sanz Ausin
Hippocration General Hospital(GR)
Publications by Year
Research Areas
Reinforcement Learning in Robotics, Intelligent Tutoring Systems and Adaptive Learning, Online Learning and Analytics, Artificial Intelligence in Healthcare and Education, Explainable Artificial Intelligence (XAI)
Most-Cited Works
- → Hierarchical Reinforcement Learning for Pedagogical Policy Induction(2019)28 cited
- → Exploring the Impact of Simple Explanations and Agency on Batch Deep Reinforcement Learning Induced Pedagogical Policies(2020)19 cited
- → Polaris: A Safety-focused LLM Constellation Architecture for Healthcare(2024)19 cited
- → Unobserved Is Not Equal to Non-existent: Using Gaussian Processes to Infer Immediate Rewards Across Contexts(2019)17 cited
- Leveraging Deep Reinforcement Learning for Pedagogical Policy Induction in an Intelligent Tutoring System.(2019)
- → Improving Learning & Reducing Time(2018)15 cited
- → Tackling the Credit Assignment Problem in Reinforcement Learning-Induced Pedagogical Policies with Neural Networks(2021)9 cited
- → Leveraging Granularity: Hierarchical Reinforcement Learning for Pedagogical Policy Induction(2021)9 cited
- → Real-World Evaluation of Large Language Models in Healthcare (RWE-LLM): A New Realm of AI Safety & Validation(2025)7 cited
- → InferNet for Delayed Reinforcement Tasks: Addressing the Temporal Credit Assignment Problem(2021)6 cited