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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
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results_mnist/flat_maml.pt
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results_mnist/flat_signed.pt
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results_mnist/mnist_ae.pt
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results_mnist/mnist_doppler.csv
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snr_db,fd_norm,method,ser
15.0,0.001,digital_genie,0.021614583333333333
15.0,0.001,digital_pilot,0.021647135416666668
15.0,0.001,semantic,0.017122395833333335
15.0,0.001,semantic_tf,0.01943359375
15.0,0.001,semantic_ae,0.027376302083333335
15.0,0.001,semantic_maml,0.015983072916666667
15.0,0.002,digital_genie,0.020377604166666667
15.0,0.002,digital_pilot,0.020377604166666667
15.0,0.002,semantic,0.016634114583333335
15.0,0.002,semantic_tf,0.017220052083333333
15.0,0.002,semantic_ae,0.024544270833333333
15.0,0.002,semantic_maml,0.013834635416666666
15.0,0.005,digital_genie,0.02138671875
15.0,0.005,digital_pilot,0.02138671875
15.0,0.005,semantic,0.017350260416666666
15.0,0.005,semantic_tf,0.019368489583333332
15.0,0.005,semantic_ae,0.02705078125
15.0,0.005,semantic_maml,0.01552734375
15.0,0.01,digital_genie,0.02255859375
15.0,0.01,digital_pilot,0.02373046875
15.0,0.01,semantic,0.02158203125
15.0,0.01,semantic_tf,0.022623697916666668
15.0,0.01,semantic_ae,0.030078125
15.0,0.01,semantic_maml,0.01845703125
15.0,0.02,digital_genie,0.022623697916666668
15.0,0.02,digital_pilot,0.07255859375
15.0,0.02,semantic,0.026627604166666666
15.0,0.02,semantic_tf,0.03382161458333333
15.0,0.02,semantic_ae,0.042740885416666666
15.0,0.02,semantic_maml,0.02236328125
15.0,0.03,digital_genie,0.0208984375
15.0,0.03,digital_pilot,0.28782552083333335
15.0,0.03,semantic,0.04156901041666667
15.0,0.03,semantic_tf,0.0587890625
15.0,0.03,semantic_ae,0.06376953125
15.0,0.03,semantic_maml,0.031510416666666666
15.0,0.05,digital_genie,0.021451822916666665
15.0,0.05,digital_pilot,0.8395182291666666
15.0,0.05,semantic,0.07496744791666667
15.0,0.05,semantic_tf,0.11764322916666667
15.0,0.05,semantic_ae,0.13313802083333334
15.0,0.05,semantic_maml,0.04938151041666667
15.0,0.0567,digital_genie,0.022005208333333335
15.0,0.0567,digital_pilot,0.9119466145833334
15.0,0.0567,semantic,0.0775390625
15.0,0.0567,semantic_tf,0.12428385416666667
15.0,0.0567,semantic_ae,0.13880208333333333
15.0,0.0567,semantic_maml,0.051953125
15.0,0.07,digital_genie,0.022884114583333334
15.0,0.07,digital_pilot,0.9771484375
15.0,0.07,semantic,0.07864583333333333
15.0,0.07,semantic_tf,0.115625
15.0,0.07,semantic_ae,0.13460286458333334
15.0,0.07,semantic_maml,0.05462239583333333
15.0,0.085,digital_genie,0.02041015625
15.0,0.085,digital_pilot,0.9912760416666667
15.0,0.085,semantic,0.06474609375
15.0,0.085,semantic_tf,0.09527994791666666
15.0,0.085,semantic_ae,0.11110026041666667
15.0,0.085,semantic_maml,0.045572916666666664
15.0,0.1,digital_genie,0.020833333333333332
15.0,0.1,digital_pilot,0.9902018229166667
15.0,0.1,semantic,0.0673828125
15.0,0.1,semantic_tf,0.10113932291666666
15.0,0.1,semantic_ae,0.1130859375
15.0,0.1,semantic_maml,0.04791666666666667
1 snr_db fd_norm method ser
2 15.0 0.001 digital_genie 0.021614583333333333
3 15.0 0.001 digital_pilot 0.021647135416666668
4 15.0 0.001 semantic 0.017122395833333335
5 15.0 0.001 semantic_tf 0.01943359375
6 15.0 0.001 semantic_ae 0.027376302083333335
7 15.0 0.001 semantic_maml 0.015983072916666667
8 15.0 0.002 digital_genie 0.020377604166666667
9 15.0 0.002 digital_pilot 0.020377604166666667
10 15.0 0.002 semantic 0.016634114583333335
11 15.0 0.002 semantic_tf 0.017220052083333333
12 15.0 0.002 semantic_ae 0.024544270833333333
13 15.0 0.002 semantic_maml 0.013834635416666666
14 15.0 0.005 digital_genie 0.02138671875
15 15.0 0.005 digital_pilot 0.02138671875
16 15.0 0.005 semantic 0.017350260416666666
17 15.0 0.005 semantic_tf 0.019368489583333332
18 15.0 0.005 semantic_ae 0.02705078125
19 15.0 0.005 semantic_maml 0.01552734375
20 15.0 0.01 digital_genie 0.02255859375
21 15.0 0.01 digital_pilot 0.02373046875
22 15.0 0.01 semantic 0.02158203125
23 15.0 0.01 semantic_tf 0.022623697916666668
24 15.0 0.01 semantic_ae 0.030078125
25 15.0 0.01 semantic_maml 0.01845703125
26 15.0 0.02 digital_genie 0.022623697916666668
27 15.0 0.02 digital_pilot 0.07255859375
28 15.0 0.02 semantic 0.026627604166666666
29 15.0 0.02 semantic_tf 0.03382161458333333
30 15.0 0.02 semantic_ae 0.042740885416666666
31 15.0 0.02 semantic_maml 0.02236328125
32 15.0 0.03 digital_genie 0.0208984375
33 15.0 0.03 digital_pilot 0.28782552083333335
34 15.0 0.03 semantic 0.04156901041666667
35 15.0 0.03 semantic_tf 0.0587890625
36 15.0 0.03 semantic_ae 0.06376953125
37 15.0 0.03 semantic_maml 0.031510416666666666
38 15.0 0.05 digital_genie 0.021451822916666665
39 15.0 0.05 digital_pilot 0.8395182291666666
40 15.0 0.05 semantic 0.07496744791666667
41 15.0 0.05 semantic_tf 0.11764322916666667
42 15.0 0.05 semantic_ae 0.13313802083333334
43 15.0 0.05 semantic_maml 0.04938151041666667
44 15.0 0.0567 digital_genie 0.022005208333333335
45 15.0 0.0567 digital_pilot 0.9119466145833334
46 15.0 0.0567 semantic 0.0775390625
47 15.0 0.0567 semantic_tf 0.12428385416666667
48 15.0 0.0567 semantic_ae 0.13880208333333333
49 15.0 0.0567 semantic_maml 0.051953125
50 15.0 0.07 digital_genie 0.022884114583333334
51 15.0 0.07 digital_pilot 0.9771484375
52 15.0 0.07 semantic 0.07864583333333333
53 15.0 0.07 semantic_tf 0.115625
54 15.0 0.07 semantic_ae 0.13460286458333334
55 15.0 0.07 semantic_maml 0.05462239583333333
56 15.0 0.085 digital_genie 0.02041015625
57 15.0 0.085 digital_pilot 0.9912760416666667
58 15.0 0.085 semantic 0.06474609375
59 15.0 0.085 semantic_tf 0.09527994791666666
60 15.0 0.085 semantic_ae 0.11110026041666667
61 15.0 0.085 semantic_maml 0.045572916666666664
62 15.0 0.1 digital_genie 0.020833333333333332
63 15.0 0.1 digital_pilot 0.9902018229166667
64 15.0 0.1 semantic 0.0673828125
65 15.0 0.1 semantic_tf 0.10113932291666666
66 15.0 0.1 semantic_ae 0.1130859375
67 15.0 0.1 semantic_maml 0.04791666666666667
results_mnist/mnist_epoch.csv
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method,step,ser
semantic,0,0.9009765625
semantic,500,0.6244140625
semantic,1000,0.5520182291666667
semantic,1500,0.4524739583333333
semantic,2000,0.33196614583333334
semantic,2500,0.259765625
semantic,3000,0.21471354166666667
semantic,3500,0.19192708333333333
semantic,4000,0.17024739583333334
semantic,4500,0.14934895833333334
semantic,5000,0.1462890625
semantic,5500,0.13203125
semantic,6000,0.11979166666666667
semantic,6500,0.11809895833333334
semantic,7000,0.10872395833333333
semantic,7500,0.10078125
semantic,8000,0.0984375
semantic,8500,0.09563802083333334
semantic,9000,0.0904296875
semantic,9500,0.084765625
semantic,10000,0.07994791666666666
semantic_tf,0,0.8890625
semantic_tf,500,0.63671875
semantic_tf,1000,0.56953125
semantic_tf,1500,0.47630208333333335
semantic_tf,2000,0.38326822916666664
semantic_tf,2500,0.33587239583333334
semantic_tf,3000,0.3083984375
semantic_tf,3500,0.2765625
semantic_tf,4000,0.245703125
semantic_tf,4500,0.21204427083333333
semantic_tf,5000,0.18294270833333334
semantic_tf,5500,0.17838541666666666
semantic_tf,6000,0.15852864583333334
semantic_tf,6500,0.158984375
semantic_tf,7000,0.1466796875
semantic_tf,7500,0.14733072916666667
semantic_tf,8000,0.13990885416666668
semantic_tf,8500,0.12350260416666667
semantic_tf,9000,0.1166015625
semantic_tf,9500,0.12024739583333334
semantic_tf,10000,0.10501302083333333
semantic_ae,0,0.9024739583333333
semantic_ae,500,0.658203125
semantic_ae,1000,0.6228515625
semantic_ae,1500,0.6057291666666667
semantic_ae,2000,0.5608723958333334
semantic_ae,2500,0.503515625
semantic_ae,3000,0.4469401041666667
semantic_ae,3500,0.4055989583333333
semantic_ae,4000,0.34205729166666665
semantic_ae,4500,0.2892578125
semantic_ae,5000,0.2609375
semantic_ae,5500,0.22161458333333334
semantic_ae,6000,0.20826822916666668
semantic_ae,6500,0.19466145833333334
semantic_ae,7000,0.17571614583333334
semantic_ae,7500,0.15787760416666666
semantic_ae,8000,0.15143229166666666
semantic_ae,8500,0.1470703125
semantic_ae,9000,0.13880208333333333
semantic_ae,9500,0.13404947916666668
semantic_ae,10000,0.12194010416666666
semantic_maml_pre,0,0.901171875
semantic_maml_pre,500,0.6270182291666667
semantic_maml_pre,1000,0.558984375
semantic_maml_pre,1500,0.4520182291666667
semantic_maml_pre,2000,0.3409505208333333
semantic_maml_pre,2500,0.27239583333333334
semantic_maml_pre,3000,0.22682291666666668
semantic_maml_pre,3500,0.21061197916666666
semantic_maml_pre,4000,0.18743489583333334
semantic_maml_pre,4500,0.1646484375
semantic_maml_pre,5000,0.14342447916666667
semantic_maml_pre,5500,0.13248697916666666
semantic_maml_pre,6000,0.122265625
semantic_maml_pre,6500,0.11985677083333333
semantic_maml_pre,7000,0.10904947916666667
semantic_maml_pre,7500,0.10865885416666667
1 method step ser
2 semantic 0 0.9009765625
3 semantic 500 0.6244140625
4 semantic 1000 0.5520182291666667
5 semantic 1500 0.4524739583333333
6 semantic 2000 0.33196614583333334
7 semantic 2500 0.259765625
8 semantic 3000 0.21471354166666667
9 semantic 3500 0.19192708333333333
10 semantic 4000 0.17024739583333334
11 semantic 4500 0.14934895833333334
12 semantic 5000 0.1462890625
13 semantic 5500 0.13203125
14 semantic 6000 0.11979166666666667
15 semantic 6500 0.11809895833333334
16 semantic 7000 0.10872395833333333
17 semantic 7500 0.10078125
18 semantic 8000 0.0984375
19 semantic 8500 0.09563802083333334
20 semantic 9000 0.0904296875
21 semantic 9500 0.084765625
22 semantic 10000 0.07994791666666666
23 semantic_tf 0 0.8890625
24 semantic_tf 500 0.63671875
25 semantic_tf 1000 0.56953125
26 semantic_tf 1500 0.47630208333333335
27 semantic_tf 2000 0.38326822916666664
28 semantic_tf 2500 0.33587239583333334
29 semantic_tf 3000 0.3083984375
30 semantic_tf 3500 0.2765625
31 semantic_tf 4000 0.245703125
32 semantic_tf 4500 0.21204427083333333
33 semantic_tf 5000 0.18294270833333334
34 semantic_tf 5500 0.17838541666666666
35 semantic_tf 6000 0.15852864583333334
36 semantic_tf 6500 0.158984375
37 semantic_tf 7000 0.1466796875
38 semantic_tf 7500 0.14733072916666667
39 semantic_tf 8000 0.13990885416666668
40 semantic_tf 8500 0.12350260416666667
41 semantic_tf 9000 0.1166015625
42 semantic_tf 9500 0.12024739583333334
43 semantic_tf 10000 0.10501302083333333
44 semantic_ae 0 0.9024739583333333
45 semantic_ae 500 0.658203125
46 semantic_ae 1000 0.6228515625
47 semantic_ae 1500 0.6057291666666667
48 semantic_ae 2000 0.5608723958333334
49 semantic_ae 2500 0.503515625
50 semantic_ae 3000 0.4469401041666667
51 semantic_ae 3500 0.4055989583333333
52 semantic_ae 4000 0.34205729166666665
53 semantic_ae 4500 0.2892578125
54 semantic_ae 5000 0.2609375
55 semantic_ae 5500 0.22161458333333334
56 semantic_ae 6000 0.20826822916666668
57 semantic_ae 6500 0.19466145833333334
58 semantic_ae 7000 0.17571614583333334
59 semantic_ae 7500 0.15787760416666666
60 semantic_ae 8000 0.15143229166666666
61 semantic_ae 8500 0.1470703125
62 semantic_ae 9000 0.13880208333333333
63 semantic_ae 9500 0.13404947916666668
64 semantic_ae 10000 0.12194010416666666
65 semantic_maml_pre 0 0.901171875
66 semantic_maml_pre 500 0.6270182291666667
67 semantic_maml_pre 1000 0.558984375
68 semantic_maml_pre 1500 0.4520182291666667
69 semantic_maml_pre 2000 0.3409505208333333
70 semantic_maml_pre 2500 0.27239583333333334
71 semantic_maml_pre 3000 0.22682291666666668
72 semantic_maml_pre 3500 0.21061197916666666
73 semantic_maml_pre 4000 0.18743489583333334
74 semantic_maml_pre 4500 0.1646484375
75 semantic_maml_pre 5000 0.14342447916666667
76 semantic_maml_pre 5500 0.13248697916666666
77 semantic_maml_pre 6000 0.122265625
78 semantic_maml_pre 6500 0.11985677083333333
79 semantic_maml_pre 7000 0.10904947916666667
80 semantic_maml_pre 7500 0.10865885416666667
results_mnist/mnist_flat.csv
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method,snr_db,ser
transformer,10,0.14541015625
transformer,20,0.05712890625
transformer,30,0.029850260416666666
peruser,10,0.16139322916666668
peruser,20,0.06409505208333334
peruser,30,0.037760416666666664
softmax,10,0.15491536458333333
softmax,20,0.058984375
softmax,30,0.03313802083333333
signed,10,0.14690755208333334
signed,20,0.05218098958333333
signed,30,0.024348958333333334
signed_maml,10,0.13597005208333332
signed_maml,20,0.0509765625
signed_maml,30,0.026822916666666665
1 method snr_db ser
2 transformer 10 0.14541015625
3 transformer 20 0.05712890625
4 transformer 30 0.029850260416666666
5 peruser 10 0.16139322916666668
6 peruser 20 0.06409505208333334
7 peruser 30 0.037760416666666664
8 softmax 10 0.15491536458333333
9 softmax 20 0.058984375
10 softmax 30 0.03313802083333333
11 signed 10 0.14690755208333334
12 signed 20 0.05218098958333333
13 signed 30 0.024348958333333334
14 signed_maml 10 0.13597005208333332
15 signed_maml 20 0.0509765625
16 signed_maml 30 0.026822916666666665
results_mnist/mnist_maml.pt
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results_mnist/mnist_maml_epoch.csv
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step,ser
7500,0.1025390625
7750,0.09036458333333333
8000,0.08580729166666666
8250,0.07532552083333334
8500,0.07350260416666667
8750,0.07864583333333333
9000,0.06575520833333333
9250,0.0638671875
9500,0.05865885416666667
9750,0.0591796875
10000,0.05755208333333333
1 step ser
2 7500 0.1025390625
3 7750 0.09036458333333333
4 8000 0.08580729166666666
5 8250 0.07532552083333334
6 8500 0.07350260416666667
7 8750 0.07864583333333333
8 9000 0.06575520833333333
9 9250 0.0638671875
10 9500 0.05865885416666667
11 9750 0.0591796875
12 10000 0.05755208333333333
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
results_mnist/mnist_semantic.pt
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results_mnist/mnist_tf.pt
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results_mnist/mnist_txcls.pt
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