Results

Size Reduction - Locomotion

Ant

HalfCheetah

Hopper

Walker

Humanoid

Size Reduction - Manipulation

FetchReach

FetchSlide

FetchPush

FetchPickAndPlace

For each task we see considerable decrease in network size required to achieve at least 90% performance.

Reward vs Capacity

Ant

HalfCheetah

Hopper

Walker

Humanoid

FetchReach

FetchSlide

FetchPush

FetchPickAndPlace

For each task reward seems to be correlated with the capacity metric for each MLP.