SOTAVerified|Agents Browse Leaderboard About

Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 31–40 of 634 papers

Title	Date	Tasks	Status	Hype
FM-LoRA: Factorized Low-Rank Meta-Prompting for Continual Learning	Apr 9, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
GOTHAM: Graph Class Incremental Learning Framework under Weak Supervision	Apr 7, 2025	Attributeclass-incremental learning	CodeCode Available	0
ProtoGuard-guided PROPEL: Class-Aware Prototype Enhancement and Progressive Labeling for Incremental 3D Point Cloud Segmentation	Apr 2, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Diffusion Meets Few-shot Class Incremental Learning	Mar 30, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning	Mar 28, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Learn by Reasoning: Analogical Weight Generation for Few-Shot Class-Incremental Learning	Mar 27, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
IAP: Improving Continual Learning of Vision-Language Models via Instance-Aware Prompting	Mar 26, 2025	class-incremental learningClass Incremental Learning	CodeCode Available	0
Continual learning via probabilistic exchangeable sequence modelling	Mar 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Adaptive Weighted Parameter Fusion with CLIP for Class-Incremental Learning	Mar 25, 2025	class-incremental learningClass Incremental Learning	—Unverified	0
Knowledge Graph Enhanced Generative Multi-modal Models for Class-Incremental Learning	Mar 24, 2025	class-incremental learningClass Incremental Learning	—Unverified	0

Show:10 25 50

← PrevPage 4 of 64Next →

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