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Class Incremental Learning

Papers

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Showing 401–410 of 634 papers

Title	Date	Tasks	Status	Hype
Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing	May 20, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Long Live the Lottery: The Existence of Winning Tickets in Lifelong Learning	Jan 1, 2021	class-incremental learningClass Incremental Learning	—Unverified	0
Long-Tail Class Incremental Learning via Independent Sub-prototype Construction	Jan 1, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Low-Complexity Inference in Continual Learning via Compressed Knowledge Transfer	May 13, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning	Dec 31, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
MASIL: Towards Maximum Separable Class Representation for Few Shot Class Incremental Learning	Apr 8, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Generative Feature-driven Image Replay for Continual Learning	Jun 9, 2021	Class Incremental LearningContinual Learning	—Unverified	0
MCF-VC: Mitigate Catastrophic Forgetting in Class-Incremental Learning for Multimodal Video Captioning	Feb 27, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL	Apr 18, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Memorizing Complementation Network for Few-Shot Class-Incremental Learning	Aug 11, 2022	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