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Statistical analysis of budget plots.Â
Statistical analysis of budget plots.Â
Extrapolation results for the Pareto frontier on OpenAI gym
Extrapolation results for the Pareto frontier on OpenAI gym
Consistent budget extrapolation fits
Consistent budget extrapolation fits
Pareto frontier extrapolation to UTD 64
Pareto frontier extrapolation to UTD 64
Data efficiency fits (Eq 4.1) on OpenAI gym - Multiple values for J
Data efficiency fits (Eq 4.1) on OpenAI gym - Multiple values for J
Hyperparameter selection - quantitative experiments
Hyperparameter selection - quantitative experiments
Figure 1 (left) - ticks set to only be power of 2
Figure 1 (left) - ticks set to only be power of 2
Figure 1 (left) with value of J explicitly stated
Figure 1 (left) with value of J explicitly stated
Isotonic regression example: using gaussian smoothing with sigma=3 leads to both oversmoothing (right) and undersmoothing (left)
Isotonic regression example: using gaussian smoothing with sigma=3 leads to both oversmoothing (right) and undersmoothing (left)
Detailed hyperaparameters
Detailed hyperaparameters
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