Towards practical use cases of GNNs, researchers and developers need to deeply understand the strengths and weaknesses of GNNs from various aspects such as their accuracy, efficiency, and parameter sensitivity.
T5 Foranypolic , states, andtreatmenta, if (s, a) 1+ Q D(s, a)and 2[0,1]exists thatPD(s, a)+ FD(s, a) , then (s, a) 1 . T6 Foranypolic , states, andtreata, if (s, a) Q R(s, a)and 2[0,1]exists PR(s, a)+ FR(s, a) , then (s, a) .
Takinganinstance segmentation dataset, LVIS[7],forexample, the number of instances inbanana class can be thousands of times more than that of abait class.