SOTAVerified|Agents Browse Leaderboard About

Class Incremental Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 311–320 of 634 papers

Title	Date	Tasks	Status	Hype	Score
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion	Sep 12, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
FSCIL-SEI: Few-Shot Class-Incremental Learning Approach for Specific Emitter Identification	Mar 3, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning	Oct 21, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Future-Proofing Class Incremental Learning	Apr 4, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Continual learning via probabilistic exchangeable sequence modelling	Mar 26, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0
Continual Learning Using Pseudo-Replay via Latent Space Sampling	Sep 29, 2021	class-incremental learningClass Incremental Learning	—Unverified	0	0
General Incremental Learning with Domain-aware Categorical Representations	Apr 8, 2022	class-incremental learningClass Incremental Learning	—Unverified	0	0
Generalizable Two-Branch Framework for Image Class-Incremental Learning	Feb 28, 2024	class-incremental learningClass Incremental Learning	—Unverified	0	0
Two-level Graph Network for Few-Shot Class-Incremental Learning	Mar 24, 2023	class-incremental learningClass Incremental Learning	—Unverified	0	0
Generative Binary Memory: Pseudo-Replay Class-Incremental Learning on Binarized Embeddings	Mar 13, 2025	class-incremental learningClass Incremental Learning	—Unverified	0	0

Show:10 25 50

← PrevPage 32 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