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Code and stored results for AI-native multi-user semantic communications (JSAC submission)

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KiHoLee
2026-08-02 16:49:49 +09:00
commit bed475c954
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results_mnist/mnist_results.csv
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snr_db,fd_norm,method,ser
0,0.05,digital_genie,0.06774088541666666
0,0.05,digital_pilot,0.8790364583333333
0,0.05,semantic,0.5509765625
0,0.05,semantic_tf,0.5806315104166667
0,0.05,semantic_ae,0.6121744791666667
0,0.05,semantic_maml,0.5267578125
5,0.05,digital_genie,0.022102864583333333
5,0.05,digital_pilot,0.8439778645833333
5,0.05,semantic,0.25537109375
5,0.05,semantic_tf,0.30462239583333334
5,0.05,semantic_ae,0.3328776041666667
5,0.05,semantic_maml,0.21705729166666668
10,0.05,digital_genie,0.02138671875
10,0.05,digital_pilot,0.83134765625
10,0.05,semantic,0.11331380208333333
10,0.05,semantic_tf,0.1607421875
10,0.05,semantic_ae,0.17711588541666667
10,0.05,semantic_maml,0.07799479166666666
15,0.05,digital_genie,0.02255859375
15,0.05,digital_pilot,0.8248372395833333
15,0.05,semantic,0.07705078125
15,0.05,semantic_tf,0.11637369791666667
15,0.05,semantic_ae,0.12939453125
15,0.05,semantic_maml,0.0521484375
20,0.05,digital_genie,0.022623697916666668
20,0.05,digital_pilot,0.82109375
20,0.05,semantic,0.064453125
20,0.05,semantic_tf,0.10296223958333334
20,0.05,semantic_ae,0.1150390625
20,0.05,semantic_maml,0.04309895833333333
25,0.05,digital_genie,0.0208984375
25,0.05,digital_pilot,0.8190755208333333
25,0.05,semantic,0.06419270833333333
25,0.05,semantic_tf,0.09918619791666666
25,0.05,semantic_ae,0.11041666666666666
25,0.05,semantic_maml,0.04358723958333333
30,0.05,digital_genie,0.021451822916666665
30,0.05,digital_pilot,0.8393880208333333
30,0.05,semantic,0.05862630208333333
30,0.05,semantic_tf,0.09840494791666667
30,0.05,semantic_ae,0.11266276041666666
30,0.05,semantic_maml,0.0380859375
1 snr_db fd_norm method ser
2 0 0.05 digital_genie 0.06774088541666666
3 0 0.05 digital_pilot 0.8790364583333333
4 0 0.05 semantic 0.5509765625
5 0 0.05 semantic_tf 0.5806315104166667
6 0 0.05 semantic_ae 0.6121744791666667
7 0 0.05 semantic_maml 0.5267578125
8 5 0.05 digital_genie 0.022102864583333333
9 5 0.05 digital_pilot 0.8439778645833333
10 5 0.05 semantic 0.25537109375
11 5 0.05 semantic_tf 0.30462239583333334
12 5 0.05 semantic_ae 0.3328776041666667
13 5 0.05 semantic_maml 0.21705729166666668
14 10 0.05 digital_genie 0.02138671875
15 10 0.05 digital_pilot 0.83134765625
16 10 0.05 semantic 0.11331380208333333
17 10 0.05 semantic_tf 0.1607421875
18 10 0.05 semantic_ae 0.17711588541666667
19 10 0.05 semantic_maml 0.07799479166666666
20 15 0.05 digital_genie 0.02255859375
21 15 0.05 digital_pilot 0.8248372395833333
22 15 0.05 semantic 0.07705078125
23 15 0.05 semantic_tf 0.11637369791666667
24 15 0.05 semantic_ae 0.12939453125
25 15 0.05 semantic_maml 0.0521484375
26 20 0.05 digital_genie 0.022623697916666668
27 20 0.05 digital_pilot 0.82109375
28 20 0.05 semantic 0.064453125
29 20 0.05 semantic_tf 0.10296223958333334
30 20 0.05 semantic_ae 0.1150390625
31 20 0.05 semantic_maml 0.04309895833333333
32 25 0.05 digital_genie 0.0208984375
33 25 0.05 digital_pilot 0.8190755208333333
34 25 0.05 semantic 0.06419270833333333
35 25 0.05 semantic_tf 0.09918619791666666
36 25 0.05 semantic_ae 0.11041666666666666
37 25 0.05 semantic_maml 0.04358723958333333
38 30 0.05 digital_genie 0.021451822916666665
39 30 0.05 digital_pilot 0.8393880208333333
40 30 0.05 semantic 0.05862630208333333
41 30 0.05 semantic_tf 0.09840494791666667
42 30 0.05 semantic_ae 0.11266276041666666
43 30 0.05 semantic_maml 0.0380859375