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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 111–120 of 634 papers

Title	Date	Tasks	Status	Hype
Efficient Non-Exemplar Class-Incremental Learning with Retrospective Feature Synthesis	Nov 3, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Covariance-based Space Regularization for Few-shot Class Incremental Learning	Nov 2, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection	Nov 1, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
EXACFS -- A CIL Method to mitigate Catastrophic Forgetting	Oct 31, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Similarity-based context aware continual learning for spiking neural networks	Oct 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings	Oct 28, 2024	class-incremental learningClass Incremental Learning	CodeCode Available	0
Plastic Learning with Deep Fourier Features	Oct 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Closed-form merging of parameter-efficient modules for Federated Continual Learning	Oct 23, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning	Oct 21, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning	Oct 20, 2024	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