Code and stored results for the IEEE Communications Letters submission
Semantic Multiplexing Gain in Wireless Systems via Expanded Embeddings: A BERT Case Study. Includes the shared library, all experiment scripts (training with and without SNR-aware MAML, the token-domain comparison, the K sweep, and DistilBERT), the replot script that regenerates every figure from the stored results, the supplementary probe-versus-cosine analysis, and the raw results behind every figure in the letter.
This commit is contained in:
Executable
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{
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"mamlK_U4_K1": {
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"U": 4,
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"K": 1,
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"snr": {
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"0": {
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"cos": 0.5903875235728919,
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"mse": 0.006068825869821012
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},
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"5": {
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"mse": 0.003918564808322117
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},
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"10": {
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},
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"15": {
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"mse": 0.002142983589321375
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},
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"20": {
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"25": {
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},
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"30": {
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}
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}
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},
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"mamlK_U4_K2": {
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"U": 4,
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"K": 2,
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"train_s": 5568.518344163895,
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"snr": {
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},
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}
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}
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},
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"mamlK_U4_K8": {
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"U": 4,
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"K": 8,
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"train_s": 5635.996988534927,
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"snr": {
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},
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}
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}
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},
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"mamlD_U4_K4": {
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"U": 4,
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"K": 4,
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"train_s": 5619.015917301178,
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"snr": {
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"0": {
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"15": {
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}
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}
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}
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}
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