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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_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