imagining syntax

← deform_v1

teeth_1

done · peak unseen_mismatch 95.8

Referenced by

α schedule

α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18

direction
descending
α range
1.0–3.0
stages
48

Figures

schedule.png
schedule.png
trajectory.png
trajectory.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 1.0

seen_* probed at reference α = 1.4 · unseen_* = held-out pairings, uniform (α-independent) · 1000 pairs per condition

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 51.4 ± 1.549.5 ± 1.649.8 ± 1.949.7 ± 2.1
50 50.7 ± 1.949.6 ± 1.450.1 ± 1.550.8 ± 1.1
75 51.9 ± 1.850.1 ± 1.950.5 ± 1.750.0 ± 1.9
100 53.8 ± 2.952.1 ± 2.951.5 ± 1.850.0 ± 1.5
125 65.8 ± 10.560.5 ± 8.159.9 ± 9.254.9 ± 5.3
150 79.3 ± 12.473.6 ± 12.872.2 ± 14.166.3 ± 12.7
175 86.1 ± 10.682.1 ± 10.477.2 ± 13.572.0 ± 11.7
200 88.3 ± 9.685.7 ± 9.278.2 ± 11.174.4 ± 9.9
225 88.8 ± 9.487.2 ± 8.977.4 ± 11.474.3 ± 11.1
250 88.9 ± 8.587.5 ± 7.877.3 ± 8.473.9 ± 7.8
275 90.7 ± 3.588.7 ± 3.777.2 ± 5.873.9 ± 5.2
300 91.2 ± 1.989.5 ± 2.078.4 ± 4.874.9 ± 5.0
325 91.8 ± 1.790.1 ± 1.978.4 ± 4.474.3 ± 5.0
350 91.7 ± 1.789.9 ± 2.177.4 ± 3.873.8 ± 4.9
375 91.6 ± 1.790.0 ± 1.777.1 ± 4.573.5 ± 4.2
400 92.4 ± 1.890.4 ± 1.778.3 ± 4.474.0 ± 5.2
450 92.3 ± 1.390.4 ± 1.578.3 ± 4.073.8 ± 4.9
500 99.9 ± 0.199.3 ± 1.099.0 ± 1.095.7 ± 4.4
550 99.9 ± 0.199.6 ± 0.699.1 ± 0.995.8 ± 4.5
600 99.9 ± 0.199.4 ± 1.098.9 ± 1.494.4 ± 6.1
650 100.0 ± 0.199.0 ± 2.299.4 ± 0.693.0 ± 9.5
700 100.0 ± 0.199.2 ± 1.199.4 ± 0.592.3 ± 9.0
750 100.0 ± 0.099.2 ± 1.199.1 ± 0.792.5 ± 7.3
800 100.0 ± 0.198.9 ± 1.699.0 ± 0.689.6 ± 8.0
850 100.0 ± 0.198.5 ± 1.799.4 ± 0.489.4 ± 9.3
900 100.0 ± 0.198.9 ± 1.099.0 ± 0.889.3 ± 9.6

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