# Semantic Communication Backdoor Attack on F-MNIST (test) Source: [Semantic Communication Backdoor Attack on F-MNIST (test)]() Collection index: [llms.txt]() Data updated: 2026-04-28T07:41:29.732Z Evaluation of a Semantic Communication Backdoor Attack methodology applied specifically to the test split of the F-MNIST dataset, reporting Attack Success Rate (ASR) and associated PSNR metrics. 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) | F-MNIST standard (test) | | Metric | Attack Success Rate (ASR) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Attack Success Rate (ASR)](): Higher is better; unit: PERCENT. - [PSNR (Config \*)](): Higher is better; unit: SCALAR. - [PSNR (Config °)](): Higher is better; unit: SCALAR. - [Delta PSNR (\\u0394PSNR)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Attack Success Rate (ASR) | Result date | Report paper | | --- | --- | --- | --- | | SemBugger | 99.98 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 99.97 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 99.96 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 99.95 | Not recorded | 69f03ee555a3c32af89f9ead | | SemBugger | 99.94 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 92.8 | Not recorded | 69f03ee555a3c32af89f9ead | | SC Trojan | 91.81 | Not recorded | 69f03ee555a3c32af89f9ead | ### SemBugger Attack Success Rate (ASR): 99.98. Result ID: 69f064a147f34ce924d5fa81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SemCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### SemBugger Attack Success Rate (ASR): 99.97. Result ID: 69f064a147f34ce924d5fa80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCAN","SNR":"25 dB"}. This record does not assert independent reproduction. ### SemBugger Attack Success Rate (ASR): 99.96. Result ID: 69f064a147f34ce924d5fa7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-q","SNR":"25 dB"}. This record does not assert independent reproduction. ### SemBugger Attack Success Rate (ASR): 99.95. Result ID: 69f064a147f34ce924d5fa7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-f","SNR":"25 dB"}. This record does not assert independent reproduction. ### SemBugger Attack Success Rate (ASR): 99.94. Result ID: 69f064a147f34ce924d5fa7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC","SNR":"25 dB"}. This record does not assert independent reproduction. ### SC Trojan Attack Success Rate (ASR): 92.8. Result ID: 69f064a147f34ce924d5fa7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC-f","SNR":"25 dB"}. This record does not assert independent reproduction. ### SC Trojan Attack Success Rate (ASR): 91.81. Result ID: 69f064a147f34ce924d5fa7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"JSCC","SNR":"25 dB"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.