Continual Learning

Benchmarks

Dataset Name	SOTA Method	Metric
Sequential-MNIST		Avg Acc99.99	149	4mo ago
TRACE	SeqLoRA	BWT (%)18.5	135	26d ago
CIFAR100 Split		Average Per-Task Accuracy95.38	117	1mo ago
Standard CL Benchmark	SPAT-LoRA	Avg Final Acc0.811	71	2mo ago
CIFAR100 (test)		Mean Accuracy95.41	69	2mo ago
MiniImageNet Split 84x84 (test)	PCR	Accuracy28.4	66	4mo ago
CIFAR100 Split 32x32 (test)	PCR-NCM	Accuracy30.1	66	4mo ago
Split CIFAR10 32x32 (test)		Accuracy60.1	66	4mo ago
Camelyon-TCGA		AACC85.8	64	4mo ago
ImageNet-R 10 tasks	LoDA + CA	Average ACC@1087.18	64	18d ago
Split CIFAR-100 20 tasks	SR2-LoRA	Mean Test Accuracy94.08	62	2mo ago
Tiny-ImageNet Split 100 tasks (test)	GRACE	AF (%)8.95	60	4mo ago
Split CIFAR-100 10 tasks	GRACE	Accuracy56.3	60	4mo ago
Split CIFAR-100 (10 tasks) (test)	AGEM	Accuracy78.3	60	4mo ago
Standard CL benchmark (Yelp, Amazon, DBpedia, Yahoo, AG News) latest (test)		Accuracy (CL Suite Test)80	57	2mo ago
Tiny ImageNet Split	DER (IM)	Forgetting Rate26	57	4mo ago
ImageNet Split Tiny	DER (IM)	Avg Accuracy38.7	57	4mo ago
CIFAR-100		Accuracy92.4	56	4mo ago
CIFAR-100 (10-split)	DualPrompt+Soft-TF	ACC92.35	54	2mo ago
CIFAR100 10 tasks (test)	SCR	Average Forgetting Rate5.6	51	4mo ago
TinyImageNet 100 tasks (test)		Average Forgetting Rate11.7	51	4mo ago
CIFAR10 5 tasks (test)	GSA	Avg Forgetting Rate10	51	4mo ago
MNIST 5 tasks (test)	GSA	Average Forgetting Rate1.4	51	4mo ago
Large Number of Tasks	SPAT-LoRA	Average Performance81.9	50	4mo ago
ImageNet tiny	EWC	BWT70	47	1mo ago

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