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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/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