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Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 461–470 of 634 papers

Title	Date	Tasks	Status	Hype	Score
Noise-Tolerant Coreset-Based Class Incremental Continual Learning	Apr 23, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Non-exemplar Class-incremental Learning by Random Auxiliary Classes Augmentation and Mixed Features	Apr 16, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning	May 17, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Balancing the Past and Present: A Coordinated Replay Framework for Federated Class-Incremental Learning	Jul 10, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
On Distilling the Displacement Knowledge for Few-Shot Class-Incremental Learning	Dec 15, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Hyperdimensional Representation Learning for Node Classification and Link Prediction	Feb 26, 2024	Classificationclass-incremental learning	—Unverified	0	0
Taxonomic Class Incremental Learning	Apr 12, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Balancing the Causal Effects in Class-Incremental Learning	Feb 15, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning	Mar 28, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Teach YOLO to Remember: A Self-Distillation Approach for Continual Object Detection	Mar 6, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	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