AAAI "catastrophic forgetting" Papers

21 papers found

Adaptive Prototype Replay for Class Incremental Semantic Segmentation

Guilin Zhu, Dongyue Wu, Changxin Gao et al.

AAAI 2025paperarXiv:2412.12669
1
citations

DASK: Distribution Rehearsing via Adaptive Style Kernel Learning for Exemplar-Free Lifelong Person Re-Identification

Kunlun Xu, Chenghao Jiang, Peixi Xiong et al.

AAAI 2025paperarXiv:2412.09224
11
citations

DCA: Dividing and Conquering Amnesia in Incremental Object Detection

Aoting Zhang, Dongbao Yang, Chang Liu et al.

AAAI 2025paperarXiv:2503.15295
2
citations

Few-Shot, No Problem: Descriptive Continual Relation Extraction

Nguyen Xuan Thanh, Anh Duc Le, Quyen Tran et al.

AAAI 2025paperarXiv:2502.20596
5
citations

MaintaAvatar: A Maintainable Avatar Based on Neural Radiance Fields by Continual Learning

Shengbo Gu, Yu-Kun Qiu, Yu-Ming Tang et al.

AAAI 2025paperarXiv:2502.02372

Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning

Wei Chen, Yi Zhou

AAAI 2025paperarXiv:2501.00237
3
citations

MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification

Jimin Park, AHyun Ji, Minji Park et al.

AAAI 2025paperarXiv:2501.01110
8
citations

MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning

Hai-Long Sun, Da-Wei Zhou, Hanbin Zhao et al.

AAAI 2025paperarXiv:2412.09441
16
citations

Specifying What You Know or Not for Multi-Label Class-Incremental Learning

Aoting Zhang, Dongbao Yang, Chang Liu et al.

AAAI 2025paperarXiv:2503.17017
5
citations

Adaptive Discovering and Merging for Incremental Novel Class Discovery

Guangyao Chen, Peixi Peng, Yangru Huang et al.

AAAI 2024paperarXiv:2403.03382

Contrastive Continual Learning with Importance Sampling and Prototype-Instance Relation Distillation

Jiyong Li, Dilshod Azizov, Yang LI et al.

AAAI 2024paperarXiv:2403.04599

Defying Imbalanced Forgetting in Class Incremental Learning

Shixiong Xu, Gaofeng Meng, Xing Nie et al.

AAAI 2024paperarXiv:2403.14910

Doubly Perturbed Task Free Continual Learning

Byung Hyun Lee, Min-hwan Oh, Se Young Chun

AAAI 2024paperarXiv:2312.13027
5
citations

DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning

Huiping Zhuang, Run He, Kai Tong et al.

AAAI 2024paperarXiv:2403.17503

Dynamic Sub-graph Distillation for Robust Semi-supervised Continual Learning

Yan Fan, Yu Wang, Pengfei Zhu et al.

AAAI 2024paperarXiv:2312.16409
11
citations

Embracing Language Inclusivity and Diversity in CLIP through Continual Language Learning

Bang Yang, Yong Dai, Xuxin Cheng et al.

AAAI 2024paperarXiv:2401.17186
9
citations

Fine-Grained Knowledge Selection and Restoration for Non-exemplar Class Incremental Learning

Authors: Jiang-Tian Zhai, Xialei Liu, Lu Yu et al.

AAAI 2024paperarXiv:2312.12722
13
citations

History Matters: Temporal Knowledge Editing in Large Language Model

Xunjian Yin, Jin Jiang, Liming Yang et al.

AAAI 2024paperarXiv:2312.05497
15
citations

Non-exemplar Online Class-Incremental Continual Learning via Dual-Prototype Self-Augment and Refinement

Fushuo Huo, Wenchao Xu, Jingcai Guo et al.

AAAI 2024paperarXiv:2303.10891
23
citations

Towards Continual Knowledge Graph Embedding via Incremental Distillation

Jiajun Liu, Ke Wenjun, Peng Wang et al.

AAAI 2024paperarXiv:2405.04453
39
citations

Towards Continual Learning Desiderata via HSIC-Bottleneck Orthogonalization and Equiangular Embedding

Depeng Li, Tianqi Wang, Junwei Chen et al.

AAAI 2024paperarXiv:2401.09067
8
citations