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Course papers and projects

  • Policy Gradient Methods for Continuous Control Tasks. Will one Mujoco Hopper rule them all? (probably, and it's the SAC)
  • Value Function Approximation with Temporal Difference Learning. Why do we know so little about the theoretical properties of TD(λ)?
  • Error Bounds for Approximate Dynammic Programming. What are they, anyways?
  • A Probabilistic Interpretation of Data Augmentations. A solo venture to characterize data augmentations based on their information about the learning problem.
  • Computing Entanglement via Tensor Network Optimization. Can we use tensor networks to speed up quantum entanglement calculations? (yes we can!)

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