# Continual Learning on CIFAR-100 Si-Blurry (test) Source: [Continual Learning on CIFAR-100 Si-Blurry (test)]() Collection index: [llms.txt]() Data updated: 2026-06-09T11:02:45.015Z Evaluation of Continual Learning performance on the Si-Blurry variant of the CIFAR-100 test set, typically measured using AAUC, AAvg, and ALast 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 | Continual Learning | | Dataset (including any stated split) | CIFAR-100 Si-Blurry (test) | | Metric | AAUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [AAUC](): Higher is better; unit: PERCENT. - [AAvg](): Higher is better; unit: PERCENT. - [ALast](): Higher is better; unit: PERCENT. ## Recorded results | Method | AAUC | Result date | Report paper | | --- | --- | --- | --- | | MVP-R+L.M. | 80 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP-R | 78.16 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP-R+L.M. | 77.9 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP-R | 76.41 | Not recorded | 6a279e8f90966ade919bfc71 | | CLIB | 71.53 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP+L.M. | 69.86 | Not recorded | 6a279e8f90966ade919bfc71 | | ER | 69.86 | Not recorded | 6a279e8f90966ade919bfc71 | | CLIB | 69.68 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP | 68.18 | Not recorded | 6a279e8f90966ade919bfc71 | | ER | 65.57 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP-R | 60.62 | Not recorded | 68fa758f1e209131cea68a1b | | GACL | 57.99 | Not recorded | 68fa758f1e209131cea68a1b | | L2P | 57.08 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP-R | 56.2 | Not recorded | 68fa758f1e209131cea68a1b | | ER | 56.17 | Not recorded | 68fa758f1e209131cea68a1b | | LwF | 55.51 | Not recorded | 6a279e8f90966ade919bfc71 | | EWC++ | 53.31 | Not recorded | 68fa758f1e209131cea68a1b | | RM | 53.27 | Not recorded | 6a279e8f90966ade919bfc71 | | RM | 53.22 | Not recorded | 68fa758f1e209131cea68a1b | | SLDA | 53 | Not recorded | 68fa758f1e209131cea68a1b | | ER | 51.59 | Not recorded | 68fa758f1e209131cea68a1b | | Linear Probing | 49.69 | Not recorded | 6a279e8f90966ade919bfc71 | | EWC++ | 48.31 | Not recorded | 68fa758f1e209131cea68a1b | | EWC++ | 47.75 | Not recorded | 6a279e8f90966ade919bfc71 | | MVP | 45.07 | Not recorded | 68fa758f1e209131cea68a1b | | L2P | 42.68 | Not recorded | 68fa758f1e209131cea68a1b | | DualPrompt | 41.34 | Not recorded | 68fa758f1e209131cea68a1b | | RM | 41.07 | Not recorded | 68fa758f1e209131cea68a1b | | RM | 40.86 | Not recorded | 6a279e8f90966ade919bfc71 | | LwF | 40.71 | Not recorded | 68fa758f1e209131cea68a1b | | EWC++ | 34.54 | Not recorded | 6a279e8f90966ade919bfc71 | | Finetuning | 19.71 | Not recorded | 6a279e8f90966ade919bfc71 | ### MVP-R+L.M. AAUC: 80. Result ID: 6a27f2cffbc373592c259e27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### MVP-R AAUC: 78.16. Result ID: 6a27f2cffbc373592c259e26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### MVP-R+L.M. AAUC: 77.9. Result ID: 6a27f2cffbc373592c259e21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### MVP-R AAUC: 76.41. Result ID: 6a27f2cffbc373592c259e20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### CLIB AAUC: 71.53. Result ID: 6a27f2cffbc373592c259e25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### MVP+L.M. AAUC: 69.86. Result ID: 6a27f2cffbc373592c259e1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### ER AAUC: 69.86. Result ID: 6a27f2cffbc373592c259e22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### CLIB AAUC: 69.68. Result ID: 6a27f2cffbc373592c259e1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### MVP AAUC: 68.18. Result ID: 6a27f2cffbc373592c259e1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### ER AAUC: 65.57. Result ID: 6a27f2cffbc373592c259e1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### MVP-R AAUC: 60.62. Result ID: 6993d31f3a6c31484918d029. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"2000","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### GACL AAUC: 57.99. Result ID: 6993d31f3a6c31484918d033. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### L2P AAUC: 57.08. Result ID: 6a27f2cffbc373592c259e19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### MVP-R AAUC: 56.2. Result ID: 6993d31f3a6c31484918d02d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"500","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### ER AAUC: 56.17. Result ID: 6993d31f3a6c31484918d027. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"2000","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### LwF AAUC: 55.51. Result ID: 6a27f2cffbc373592c259e18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### EWC++ AAUC: 53.31. Result ID: 6993d31f3a6c31484918d026. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"2000","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### RM AAUC: 53.27. Result ID: 6a27f2cffbc373592c259e24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### RM AAUC: 53.22. Result ID: 6993d31f3a6c31484918d028. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mem Size":"2000","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### SLDA AAUC: 53. Result ID: 6993d31f3a6c31484918d032. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### ER AAUC: 51.59. Result ID: 6993d31f3a6c31484918d02b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"500","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### Linear Probing AAUC: 49.69. Result ID: 6a27f2cffbc373592c259e17. [Reporting paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. ### EWC++ AAUC: 48.31. Result ID: 6993d31f3a6c31484918d02a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"500","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### EWC++ AAUC: 47.75. Result ID: 6a27f2cffbc373592c259e23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"2,000"}. This record does not assert independent reproduction. ### MVP AAUC: 45.07. Result ID: 6993d31f3a6c31484918d031. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### L2P AAUC: 42.68. Result ID: 6993d31f3a6c31484918d02f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### DualPrompt AAUC: 41.34. Result ID: 6993d31f3a6c31484918d030. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### RM AAUC: 41.07. Result ID: 6993d31f3a6c31484918d02c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mem Size":"500","EFCIL":false,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### RM AAUC: 40.86. Result ID: 6a27f2cffbc373592c259e1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### LwF AAUC: 40.71. Result ID: 6993d31f3a6c31484918d02e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mem Size":"0","EFCIL":true,"Backbone":"DeiT-S/16","Si-Blurry setting":"rp=50%, rb=10%"}. This record does not assert independent reproduction. ### EWC++ AAUC: 34.54. Result ID: 6a27f2cffbc373592c259e1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer Size":"500"}. This record does not assert independent reproduction. ### Finetuning AAUC: 19.71. Result ID: 6a27f2cffbc373592c259e16. [Reporting paper]() Recorded evaluation configuration: {"Buffer Size":"0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.