# Semantic Communication Backdoor Attack on MNIST standard (test) Source: [Semantic Communication Backdoor Attack on MNIST standard (test)]() Collection index: [llms.txt]() Data updated: 2026-04-28T07:41:29.710Z Evaluation of a Semantic Communication Backdoor Attack methodology applied specifically to the test split of the standard MNIST dataset, reporting Attack Success Rate (ASR) and image quality metrics (PSNR variants). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Semantic Communication Backdoor Attack | | Dataset (including any stated split) | MNIST standard (test) | | Metric | ASR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [ASR](): Higher is better; unit: PERCENT. - [PSNR](): Higher is better; unit: SCALAR. - [PSNR (Variant)](): Higher is better; unit: SCALAR. - [ΔPSNR](): Higher is better; unit: SCALAR. ## Recorded results | Method | ASR | Result date | Report paper | | --- | --- | --- | --- | | SemBugger | 99.96 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 99.95 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 99.94 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 99.93 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 99.92 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 97.63 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 96.64 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 95.71 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 95.69 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 94.7 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 93.67 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 93.65 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 92.62 | Not recorded | 69f03ee555a3c32af89f9ead | | BASS | 92.61 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 91.74 | Not recorded | 69f03ee555a3c32af89f9ead | | IHTG | 91.68 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 89.72 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 88.75 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 85.76 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 84.73 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | | Clean | 0 | Not recorded | 69f03ee555a3c32af89f9ead | ### SemBugger ASR: 99.96. Result ID: 69f064a147f34ce924d5fa7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SemCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### SemBugger ASR: 99.95. Result ID: 69f064a147f34ce924d5fa75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCAN","SNR":"25 dB"}. This record does not assert independent reproduction. ### SemBugger ASR: 99.94. Result ID: 69f064a147f34ce924d5fa70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-q","SNR":"25 dB"}. This record does not assert independent reproduction. ### SemBugger ASR: 99.93. Result ID: 69f064a147f34ce924d5fa6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-f","SNR":"25 dB"}. This record does not assert independent reproduction. ### SemBugger ASR: 99.92. Result ID: 69f064a147f34ce924d5fa66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### BASS ASR: 97.63. Result ID: 69f064a147f34ce924d5fa6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-q","SNR":"25 dB"}. This record does not assert independent reproduction. ### BASS ASR: 96.64. Result ID: 69f064a147f34ce924d5fa69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-f","SNR":"25 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 95.71. Result ID: 69f064a147f34ce924d5fa65. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"JSCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 95.69. Result ID: 69f064a147f34ce924d5fa6f. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"JSCC-q","SNR":"25 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 94.7. Result ID: 69f064a147f34ce924d5fa6a. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"JSCC-f","SNR":"25 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 93.67. Result ID: 69f064a147f34ce924d5fa79. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"SemCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### BASS ASR: 93.65. Result ID: 69f064a147f34ce924d5fa64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### BASS ASR: 92.62. Result ID: 69f064a147f34ce924d5fa73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCAN","SNR":"25 dB"}. This record does not assert independent reproduction. ### BASS ASR: 92.61. Result ID: 69f064a147f34ce924d5fa78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SemCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 91.74. Result ID: 69f064a147f34ce924d5fa6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-q","SNR":"25 dB"}. This record does not assert independent reproduction. ### IHTG ASR: 91.68. Result ID: 69f064a147f34ce924d5fa74. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"SCAN","SNR":"25 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 89.72. Result ID: 69f064a147f34ce924d5fa77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SemCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 88.75. Result ID: 69f064a147f34ce924d5fa68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-f","SNR":"25 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 85.76. Result ID: 69f064a147f34ce924d5fa63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### SC Trojan ASR: 84.73. Result ID: 69f064a147f34ce924d5fa72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCAN","SNR":"25 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa62. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"JSCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa67. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"JSCC-f","SNR":"25 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa6c. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"JSCC-q","SNR":"25 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa71. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"SCAN","SNR":"25 dB"}. This record does not assert independent reproduction. ### Clean ASR: 0. Result ID: 69f064a147f34ce924d5fa76. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"SemCC","SNR":"25 dB"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.