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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 321–330 of 634 papers

Title	Date	Tasks	Status	Hype
Continual learning via probabilistic exchangeable sequence modelling	Mar 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor	Apr 28, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Continual Learning with Fully Probabilistic Models	Apr 19, 2021	Boundary Detectionclass-incremental learning	—Unverified	0
Continual Learning with Optimal Transport based Mixture Model	Nov 30, 2022	class-incremental learningClass Incremental Learning	—Unverified	0
Continual learning with task specialist	Sep 26, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Continuous Learning in Single-Incremental-Task Scenarios	Jun 22, 2018	class-incremental learningClass Incremental Learning	—Unverified	0
Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning	Mar 7, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning	Jan 27, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning	Mar 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Memory Is Not the Bottleneck: Cost-Efficient Continual Learning via Weight Space Consolidation	Feb 11, 2025	class-incremental learningClass Incremental Learning	—Unverified	0

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All datasets cifar100 CIFAR-100 - 50 classes + 10 steps of 5 classes CIFAR-100 - 50 classes + 5 steps of 10 classes Cifar100-B0(10 tasks)-no-exemplars Cifar100-B0(20 tasks)-no-exemplars CIFAR100-B0(50 tasks)-no-exemplars

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	S&B	10-stage average accuracy	68.18	—	Unverified
2	SCR	10-stage average accuracy	65.98	—	Unverified
3	iCaRL	10-stage average accuracy	63.24	—	Unverified
4	LUCIR	10-stage average accuracy	56.53	—	Unverified
5	ABD	10-stage average accuracy	54.44	—	Unverified
6	EWC	10-stage average accuracy	50.53	—	Unverified
7	EMR	10-stage average accuracy	48.66	—	Unverified
8	A-GEM	10-stage average accuracy	45.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PPCA-SWSL	Final Accuracy	77.07	—	Unverified
2	PPCA-CLIP	Final Accuracy	69.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PPCA-SWSL	Final Accuracy	77.07	—	Unverified
2	PPCA-CLIP	Final Accuracy	69.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	61.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	56.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SEED	Average Incremental Accuracy	42.6	—	Unverified