# Reconstruction Robustness on CIFAR10 (test) Source: [Reconstruction Robustness on CIFAR10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:15.376Z Evaluation of image reconstruction robustness on the CIFAR-10 test set, specifically measuring error rates using Decoder-based MSE and GAN-based MSE. 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 | Reconstruction Robustness | | Dataset (including any stated split) | CIFAR10 (test) | | Metric | MSE (Decoder) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [MSE (Decoder)](): Lower is better; unit: SCALAR. - [MSE (GAN)](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE (Decoder) | Result date | Report paper | | --- | --- | --- | --- | | No\_defense | 0.0014 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck | 0.0041 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck+CEM | 0.0058 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr | 0.0082 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr+CEM | 0.0093 | Not recorded | 68fa77c91e209131cea7556d | | Dropout | 0.0104 | Not recorded | 68fa77c91e209131cea7556d | | Dropout+CEM | 0.0134 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek | 0.0159 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek+CEM | 0.0174 | Not recorded | 68fa77c91e209131cea7556d | | Average w/o CEM | 0.0179 | Not recorded | 68fa77c91e209131cea7556d | | Average w/ CEM | 0.02 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL | 0.024 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL+CEM | 0.0251 | Not recorded | 68fa77c91e209131cea7556d | | PATROL | 0.0293 | Not recorded | 68fa77c91e209131cea7556d | | PATROL+CEM | 0.0335 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL | 0.0336 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL+CEM | 0.0355 | Not recorded | 68fa77c91e209131cea7556d | ### No\_defense MSE (Decoder): 0.0014. Result ID: 699569f43badfaffe65de668. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Bottleneck MSE (Decoder): 0.0041. Result ID: 699569f43badfaffe65de669. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Bottleneck+CEM MSE (Decoder): 0.0058. Result ID: 699569f43badfaffe65de66a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### DistCorr MSE (Decoder): 0.0082. Result ID: 699569f43badfaffe65de66b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### DistCorr+CEM MSE (Decoder): 0.0093. Result ID: 699569f43badfaffe65de66c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### Dropout MSE (Decoder): 0.0104. Result ID: 699569f43badfaffe65de66d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Dropout+CEM MSE (Decoder): 0.0134. Result ID: 699569f43badfaffe65de66e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### Noise\_Nopeek MSE (Decoder): 0.0159. Result ID: 699569f43badfaffe65de673. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Noise\_Nopeek+CEM MSE (Decoder): 0.0174. Result ID: 699569f43badfaffe65de674. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### Average w/o CEM MSE (Decoder): 0.0179. Result ID: 699569f43badfaffe65de677. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Average w/ CEM MSE (Decoder): 0.02. Result ID: 699569f43badfaffe65de678. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### ResSFL MSE (Decoder): 0.024. Result ID: 699569f43badfaffe65de671. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### ResSFL+CEM MSE (Decoder): 0.0251. Result ID: 699569f43badfaffe65de672. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### PATROL MSE (Decoder): 0.0293. Result ID: 699569f43badfaffe65de66f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### PATROL+CEM MSE (Decoder): 0.0335. Result ID: 699569f43badfaffe65de670. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### Noise\_ARL MSE (Decoder): 0.0336. Result ID: 699569f43badfaffe65de675. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Noise\_ARL+CEM MSE (Decoder): 0.0355. Result ID: 699569f43badfaffe65de676. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.