# Reconstruction Robustness on CIFAR10 (train) Source: [Reconstruction Robustness on CIFAR10 (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:15.393Z Evaluation of model performance on reconstruction robustness tasks using the training split of the CIFAR-10 dataset, measured by metrics like MSE derived from different reconstruction methods (e.g., Decoder-based vs GAN-based). 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 (train) | | Metric | MSE (Decoder-based) | | 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-based)](): Lower is better; unit: SCALAR. - [MSE (GAN-based)](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE (Decoder-based) | Result date | Report paper | | --- | --- | --- | --- | | No\_defense | 0.0013 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck | 0.0036 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck+CEM | 0.0054 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr | 0.0074 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr+CEM | 0.009 | Not recorded | 68fa77c91e209131cea7556d | | Dropout | 0.0098 | Not recorded | 68fa77c91e209131cea7556d | | Dropout+CEM | 0.0129 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL | 0.0146 | Not recorded | 68fa77c91e209131cea7556d | | Average w/o CEM | 0.0148 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek | 0.0152 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek+CEM | 0.0174 | Not recorded | 68fa77c91e209131cea7556d | | Average w/ CEM | 0.0183 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL+CEM | 0.0201 | Not recorded | 68fa77c91e209131cea7556d | | PATROL | 0.0245 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL | 0.029 | Not recorded | 68fa77c91e209131cea7556d | | PATROL+CEM | 0.0304 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL+CEM | 0.033 | Not recorded | 68fa77c91e209131cea7556d | ### No\_defense MSE (Decoder-based): 0.0013. Result ID: 699569f43badfaffe65de657. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Bottleneck MSE (Decoder-based): 0.0036. Result ID: 699569f43badfaffe65de658. [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-based): 0.0054. Result ID: 699569f43badfaffe65de659. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### DistCorr MSE (Decoder-based): 0.0074. Result ID: 699569f43badfaffe65de65a. [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-based): 0.009. Result ID: 699569f43badfaffe65de65b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### Dropout MSE (Decoder-based): 0.0098. Result ID: 699569f43badfaffe65de65c. [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-based): 0.0129. Result ID: 699569f43badfaffe65de65d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### ResSFL MSE (Decoder-based): 0.0146. Result ID: 699569f43badfaffe65de660. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Average w/o CEM MSE (Decoder-based): 0.0148. Result ID: 699569f43badfaffe65de666. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Noise\_Nopeek MSE (Decoder-based): 0.0152. Result ID: 699569f43badfaffe65de662. [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-based): 0.0174. Result ID: 699569f43badfaffe65de663. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### Average w/ CEM MSE (Decoder-based): 0.0183. Result ID: 699569f43badfaffe65de667. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### ResSFL+CEM MSE (Decoder-based): 0.0201. Result ID: 699569f43badfaffe65de661. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### PATROL MSE (Decoder-based): 0.0245. Result ID: 699569f43badfaffe65de65e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":false}. This record does not assert independent reproduction. ### Noise\_ARL MSE (Decoder-based): 0.029. Result ID: 699569f43badfaffe65de664. [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-based): 0.0304. Result ID: 699569f43badfaffe65de65f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11","CEM integration":true}. This record does not assert independent reproduction. ### Noise\_ARL+CEM MSE (Decoder-based): 0.033. Result ID: 699569f43badfaffe65de665. [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.