Generalisation over Details: The Unsuitability of Supervised Backpropagation Networks for Tetris

Figure 9

Networks trained for a board of width 4 applied multiple times across a board of width 10 performed substantially worse (in terms of pieces placed) than networks trained for a board of width 10.