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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 421–430 of 634 papers

Title	Date	Tasks	Status	Hype
Multivariate Prototype Representation for Domain-Generalized Incremental Learning	Sep 24, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Multi-View Class Incremental Learning	Jun 16, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
Neural Architecture Search for Class-incremental Learning	Sep 14, 2019	AutoMLclass-incremental learning	—Unverified	0
Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps	Feb 19, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Noise-Tolerant Coreset-Based Class Incremental Continual Learning	Apr 23, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Non-exemplar Class-incremental Learning by Random Auxiliary Classes Augmentation and Mixed Features	Apr 16, 2023	class-incremental learningClass Incremental Learning	—Unverified	0
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning	Dec 15, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Hyperdimensional Representation Learning for Node Classification and Link Prediction	Feb 26, 2024	Classificationclass-incremental learning	—Unverified	0
On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning	Jan 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
On the Stability-Plasticity Dilemma of Class-Incremental Learning	Apr 4, 2023	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