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Papers Benchmarks Datasets Tasks

Continual Learning research benchmarks – Page 14 · SOTA2 Research

Continual Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TCGA NSCLC → BRCA → RCC → ESCA (test)

86.8ACC

6

Feb 26, 2026

0.11Training Time (s)

6

Feb 26, 2026

0.03Training Time (s)

6

Feb 26, 2026

0.12Training Time (s)

6

Feb 26, 2026

82.32AP

6

Feb 26, 2026

98.68Avg Per-Task Accuracy

6

Feb 26, 2026

DomainNet Split 10-task (test)

89.15Last Accuracy

6

Feb 26, 2026

Split ImageNet-R 20-task

80.27Last Task Accuracy

6

Feb 26, 2026

StanfordCars Split 20-task (test)

83.96Last Acc

6

Feb 26, 2026

77.24Accuracy

6

Feb 26, 2026

8-domain NLP benchmark

11.8Vanilla Forgetting

5

Apr 27, 2026

Online Adaptation Permuted MNIST & Streaming LM

Kalman World Model

17Average Forgetting

5

Mar 17, 2026

LIBERO Goal B0-5N1

98.4Task 1 Score (All)

5

Mar 17, 2026

MMLU -> ScienceQA -> GSM8K

62.1MMLU Accuracy

5

Mar 16, 2026

UCI-HAR (30 subjects, 6 activities) (test)

94.1FA

5

Mar 12, 2026

DSA 8 subjects, 18 activities (test)

97.4FA

5

Mar 12, 2026

PAMAP2 8 subjects, 12 activities (test)

92.8FA

5

Mar 12, 2026

Sequential 5 CL Tasks RS, Med, AD, Sci, Fin

78.8RS Accuracy

5

Feb 26, 2026

7.38Inference Time (ms)

5

Feb 26, 2026

ImageNet-A (test)

9.01Inference Time (ms)

5

Feb 26, 2026

ImageNet-R (test)

7.39Inference Time (ms)

5

Feb 26, 2026

CIFAR-100 (test)

4.48Inference Time (ms)

5

Feb 26, 2026

CTrL S+ 1.0 (test)

98.9Accuracy (t1)

5

Feb 26, 2026

CTrL Sout 1.0 (test)

43.2Accuracy (Task 1)

5

Feb 26, 2026

MNIST Many Permutations

50.81Retained Accuracy (RA)

5

Feb 26, 2026

Page 14 of 17

Popular datasets

CIFAR ImageNet MNIST CIFAR-100 ImageNet-R

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