Index Terms
- Unintended consequences
Recommendations
The unintended consequences of discount regularization: improving regularization in certainty equivalence reinforcement learning
ICML'23: Proceedings of the 40th International Conference on Machine LearningDiscount regularization, using a shorter planning horizon when calculating the optimal policy, is a popular choice to restrict planning to a less complex set of policies when estimating an MDP from sparse or noisy data (Jiang et al., 2015). It is ...
Do imposters threaten data quality? An examination of worker misrepresentation and downstream consequences in Amazon's Mechanical Turk workforce
Amazon's Mechanical Turk (MTurk) is fast becoming the most popular online research platform, and as such, it is crucial for researchers to recognize its advantages and shortcomings. Here, we focused on the issue of worker deception and examined the ...
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