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# System prepended metadata

title: Untitled

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## Atari results with projection nets

### 10 runs: batch normalization with proj

|       | alien | amidar | assualt | asterix | bank heist | battle zone | boxing | breakout | chopper command | crazy climber | demon attack | freeway | frostbite | gopher | hero | jamesbond | kangaroo | krull | kung fu master | ms pacman | pong | private eye | qbert | road runner | seaquest | up n down |
| ----- | ----- | ------ | ------- | ------- | ---------- | ----------- | ------ | -------- | --------------- | ------------- | ------------ | ------- | --------- | ------ | ---- | --------- | -------- | ----- | -------------- | --------- | ---- | ----------- | ----- | ----------- | -------- | --------- |
|run 0 |  692.0     |118.3|    575.4     |  630.0       |    43.0        |      13500.0       |    25.1    |      17.3    |        1170.0         |      15160.0       |     603.0         |     29.7    |    3075.0       |     534.0   |   8096.0   |  295.0         |     760.0     |   2956.0    |       8110.0         |      1136.0     |   -9.0   |       0.0      |   1265.0    |     10040.0        |     496.0     |     4024.0     |
|run 1 |   927.0    |   149.4     |   608.9      |   565.0      |        30.0    |       13800.0      |    11.6    |     17.1     |         1120.0        |      11080.0         |       393.5       |      29.8   |     1489.0      |   332.0     |   7556.0   |     230.0      |    2940.0     |  3553.0     |    6020.0            |   1457.0        |  4.4    |       100.0      |    2825.0   |      8450.0       |    436.0      |       4839.0    |
|run 2 |    754.0   |    151.6    |    537.6     |    735.0     |        28.0    |      12400.0       |    8.7    |     4.2     |      940.0           |         12320.0      |        636.0      |     28.7    |      2650.0     |    716.0    |   7924.0   |    270.0       |    3320.0      |   3270.0    |     12870.0           |     1628.0      |  -13.9    |       100.0      |   732.5    |      5340.0       |     392.0     |    3355.0       |
|run 3 |   700.0    |   198.0     |    630.9     |    745.0     |      81.0      |     16800.0        |    16.4    |     11.6     |         910.0        |       16220.0        |      438.5        |    31.0     |      2241.0     |    450.0    |   6201.5   |         200.0  |    1790.0      |   3474.0    |     2840.0           |   1121.0        |   -14.0   |      100.0       |   1050.0    |     9510.0        |   504.0       |     4572.0      |
|run 4       |  748.0     |    226.5    |        642.0  |   460.0     |   61.0         |    19700.0         |   13.0     |  13.1        |        1100.0         |       16560.0        |   1112.0           |    30.9     |     270.0      |    578.0    |   7650.0   |       895.0    |   4180.0       |  3194.0     |  9810.0              |    1156.0       |   -7.0   |       100.0      |   900.0    |         14040.0    |      492.0    |    3618.0       |
|run 5     |    1066.0   |   196.0     |  661.3       |    625.0     |  27.0          |  11500.0           |    6.8    |   8.2       |        1070.0         |      14540.0         |     590.0         |    29.2     |     261.0      |   982.0     |  7526.0    |          310.0 |       1000.0   |   2281.0    |     17880.0           |     1210.0      |   6.9   |        100.0     |   3490.0    |    7340.0         |      458.0    |      3860.0     |
|run 6      |     852.0  |    118.1    |  689.8       |     425.0    |     61.0       |         13800.0    |    11.0    |    9.2      |      620.0           |      9700.0        |     643.5         |     27.3    |      1344.0     |    424.0    |   7414.0   |       215.0    |        1760.0  |   3322.0    |     18100.0           |     1380.0      |  -15.0    |     100.0        |   750.0    |   4250.0          |    586.0      |    7635.0       |
|run 7     |    681.0   |     144.9   |  508.2       |    485.0     |    48.0        |    12600.0         |    10.8    |   8.5       |      890.0           |      11200.0         | 946.0             |    31.0     |     2933.0      |    558.0    |  6158.5    |       270.0    |    1580.0      |  2997.0     |     5760.0           |        1225.0   |   -8.4   |      100.0       |   1515.0    | 12160.0            |    610.0      |     3003.0      |
|run 8     |   606.0    |    141.9    |   556.5      |    825.0     |    47.0        |    8300.0         |    11.3    |   13.3       |       470.0          |      13770.0        |    612.0          |     28.1    |    1739.0       |   408.0     |  7403.0    |         270.0  |        740.0  |   3002.0    |    7180.0            |       1101.0    |    -13.2  |     100.0        |  3545.0     |        9870.0     |    420.0      |    4973.0       |
|run 9 |   2081.0    |   159.1     |    587.9     |    515.0     |       53.0     |      13100.0       |    7.8    |     12.3     |         1080.0        |       12290.0       |     1025.5         |     30.5    |     311.0      |    472.0    |   6953.0   |          250.0 |    600.0      |   3282.0    |       13570.0         |          854.0 |    -19.8  |       0.0      |   2082.5   |     4620.0        |     432.0     |     3654.0      |
| mean  |  910.7     |   160.38     |     599.85    |    601.0     |      47.9      |      13550.0       |    12.25    |   11.48       |       937.0          |       13284.0       |         700.0     |     29.619999999999997    |     1631.3      |   545.4     |    7288.2  |     320.5      |     1867.0     |   3133.1    |          10214.0     |     1226.8      |   -8.9   |      80.0       |    1815.5   |       8562.0      |  482.6        |    4431.0       |
| std   |   410.6441403453847    |    33.75597132360436    |    54.39149290100428     |    127.78497564267875     |    16.25699849295681        |       2875.847701113534     | 5.000049999750003       |     3.8718987590070073     |            217.71770713472068     |       2205.6391363956163        |      231.31709837363945        |   1.223764683262268      |      1038.104912809876    |     177.40360762960825   | 625.6556640836875     |     194.23503803382127      |  1164.6806429232006        |    341.464917670908   |   4948.458749954373             |      204.1973555166668     |    7.721987497341012  |       40.0      |   1049.3407454206665    |     3062.1554500057637        |       67.165765089069   |     1295.0909020004906      |
### 10 runs:second

|       | alien | amidar | assualt | asterix | bank heist | battle zone | boxing | breakout | chopper command | crazy climber | demon attack | freeway | frostbite | gopher | hero | jamesbond | kangaroo | krull | kung fu master | ms pacman | pong | private eye | qbert | road runner | seaquest | up n down |
| ----- | ----- | ------ | ------- | ------- | ---------- | ----------- | ------ | -------- | --------------- | ------------- | ------------ | ------- | --------- | ------ | ---- | --------- | -------- | ----- | -------------- | --------- | ---- | ----------- | ----- | ----------- | -------- | --------- |
|run 0 |  728.0    |152.5|    621.5    |  555.0      |   67.0      |     11300.0       |    6.7   |      13.7   |         1240.0       |      13340.0      |     554.0         |     30.3   |   560.0      |   736.0 |  7328.0   | 220.0         |     920.0    |   3252.0    |       4950.0         |     1237.0     |   -14.7   |       100.0     |   1940.0   |     6530.0        |     332.0     |     3411.0     |
|run 1 |   1105.0    |  146.7    |   583.7      |   575.0      |        82.0   |       9800.0      |    29.0    |     9.3     |       1410.0     |      13010.0        |       621.5       |      29.8   |     630.0   |   468.0     |   7494.0   |     170.0      |    2600.0     |  3301.0     |    21730.0           |   1210.0       | -8.9   |       100.0      |   1105.0  |      11740.0      |   546.0     |       3186.0    |
|run 2 |    770.0   |    152.6    |    575.2     |   855.0     |        57.0    |      13300.0       |    7.4    |     4.9     |      1150.0           |         10340.0      |       423.0     |     30.2   |      957.0     |    734.0    |   7312.0  |   325.0       |    1430.0     |   3010.0    |     9410.0          |     1025.0      |  -12.7   |       100.0      |   1947.5   |      9740.0       |     500.0     |   3634.0       |
|run 3 |   1023.0   |   175.3     |    684.5   |    510.0     |      27.0     |    14400.0        |    6.9   |     11.9     |         890.0       |       13590.0        |     603.5      |    30.8     |      1299.0    |    824.0   |   6158.0   |         235.0  |   710.0     |   3918.0   |     5470.0           |   1054.0       |   -10.3  |      100.0       |   1292.5    |    4990.0        |   436.0      |     3833.0     |
|run 4       |  1268.0    |    121.0    |        684.5  |   620.0     |   60.0         |    8800.0         |   21.5     | 10.1       |        1110.0        |       12630.0        |   718.0          |    28.9    |     1860.0     |    570.0    |   5809.5   |       290.0    |   340.0      |  2654.0     | 6340.0              |    1190.0      |   -6.0  |       100.0      |   762.5    |         5780.0   |      468.0   |   3250.0     |
|run 5     |    1044.0  |   165.2    |  659.4      |   355.0    |  34.0          | 12100.0         |    13.1   |   10.9       |        2410.0        |      12700.0.        |     572.5        |    29.7     |     251.0      |   482.0    |  7911.5   |         275.0 |       800.0   |   2975.0    |     3220.0           |     824.0     |   -8.7  |        100.0     |  1642.5    |    2230.0        |      472.0   |     3771.0    |
|run 6      |     655.0  |    93.2    |  610.3     |     445.0    |     37.0       |        15500.0  |    26.2   |   10.3      |      1050.0           |      14500.0      |     833.0        |     30.0    |      2278.0     |    428.0    |   4658.5   |       260.0    |        3780.0 |   3469.0    |     5170.0          |     1245.0     | -11.3    |     100.0        |   2377.5    |   4940.0         |    354.0     |   3652.0      |
|run 7     |   777.0   |     170.3 |  653.0      |    515.0     |   36.0       |    10400.0       |    18.6    |   8.8       |      1100.0           |      14090.0        | 607.0            |    31.2    |     268.0    |    618.0   |  7459.0   |       230.0   |    1200.0      |  3259.0    |     4640.0          |        1337.0  |   -12.7  |      100.0       |   2062.5   | 3680.0           |    402.0      |     3572.0     |
|run 8     |   931.0  |    158.8    |   650.9     |    485.0    |    54.0      |    7900.0       |  38.9  |   10.6      |      930.0        |      18110.0      |    588.0        |     29.8    |    1475.0       |   438.0     |  7489.0   |         280.0 |        800.0  |   2772.0  |    18400.0           |       1246.0    |    7|     100.0        |  1852.5     |       3020.0    |    490.0    |    3554.0       |
|run 9 |   1096.0   |   116.2    |    541.8   |    445.0   |      45.0     |     10700.0      |   8.3   |     10.2    |        820.0      |     13400.0      |     612.5        |     29.9    |     1406.0      |    740.0   |   10625.5   |          255.0 |    1310.0      |   3484.0    |      9530.0         |          936.0 |    -12.3 |       100.0   |   867.5  |     8430.0      |     414.0    |     2398.0      |
| mean  | 939.7     |   145.18   |     626.48    |    536.0    |      49.9     |      11420.0       |   17.66   |     10.07     |     1211.0         |     13571.0       |      613.3      |   30.06     |   1098.4     |     603.8  |   7224.5  |    254.0    |   1389.0     |  3209.4    |      8886.0         |     1130.4    |  -9.06  |     100.0     |   1585.0    |       6108.0     |   441.4     |     3426.1    |
| std   |   189.3589448639805    |    25.222838856877313    |    45.86183162500163    |   127.96093153771584     |    16.287725439729144       |       2301.6515809305283    |  10.572908776680142    |   2.156409052104911     |      431.86687763707926          |     1849.7591735142173       |      100.73187181820856       |  0.5969924622639722      |     646.9230557029174    |   139.45737700100344     | 1482.522259529347    |   40.792156108742276      |   985.0020304547601     |   353.8457856185375    |   5947.7545342759395             |      154.61254800306475    |  5.854946626571416   |   0.0          |   519.1940870233404   |    2892.6140426956376    |    63.49834643516318    |  395.2592693410238   |



