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Amortised Design Optimization for Item Response Theory
In education, IRT is used to infer student abilities and characteristics of test items from student responses.
Amortised Experimental Design and Parameter Estimation for User Models of Pointing
User models play an important role in interaction design, supporting automation of interaction design choices.
Learning to Assist Agents by Observing Them
On the other hand, offline data about the behavior of the assisted agent might be available, but is non-trivial to take advantage of by methods such as offline reinforcement learning.
Behaviour-conditioned policies for cooperative reinforcement learning tasks
We suggest a method, where we synthetically produce populations of agents with different behavioural patterns together with ground truth data of their behaviour, and use this data for training a meta-learner.
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