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期刊论文

2026

SLCA++: Unleash the Power of Sequential Fine-Tuning for Continual Learning with Pre-training

Gengwei Zhang, Liyuan Wang, Guoliang Kang, Ling Chen, Yunchao Wei

International Journal of Computer Vision

DOI

2023

Incorporating neuro-inspired adaptability for continual learning in artificial intelligence

Liyuan Wang, Xingxing Zhang, Qian Li, Ming‐Tian Zhang, Hang Su, Jun Zhu, Yi Zhong

Nature Machine Intelligence

DOI

2023

SLCA: Slow Learner with Classifier Alignment for Continual Learning on a Pre-trained Model

Gengwei Zhang, Liyuan Wang, Guoliang Kang, Ling Chen, Yunchao Wei

IEEE/CVF International Conference on Computer Vision (ICCV)

DOI

2023

Genetic dissection of mutual interference between two consecutive learning tasks in Drosophila

Jianjian Zhao, Xuchen Zhang, Bohan Zhao, Wantong Hu, Tongxin Diao, Liyuan Wang, Yi Zhong, Qian Li

eLife

DOI

2023

Author response: Genetic dissection of mutual interference between two consecutive learning tasks in Drosophila

Jianjian Zhao, Xuchen Zhang, Bohan Zhao, Wantong Hu, Tongxin Diao, Liyuan Wang, Yi Zhong, Qian Li

DOI

2023

A Comprehensive Survey of Continual Learning: Theory, Method and Application

Liyuan Wang, Xingxing Zhang, Hang Su, Jun Zhu

IEEE Transactions on Pattern Analysis and Machine Intelligence

DOI

2022

The More, The Better? Active Silencing of Non-Positive Transfer for Efficient Multi-Domain Few-Shot Classification

Xingxing Zhang, Zhizhe Liu, Weikai Yang, Liyuan Wang, Jun Zhu

ACM International Conference on Multimedia (ACM MM)

DOI

2022

CoSCL: Cooperation of Small Continual Learners is Stronger Than a Big One

Liyuan Wang, Xingxing Zhang, Qian Li, Jun Zhu, Yi Zhong

Lecture notes in computer science

DOI

2022

Memory Replay with Data Compression for Continual Learning

Liyuan Wang, Xingxing Zhang, Kuo Yang, L. Yu, Chong-Xuan Li, Lanqing Hong, Shi-Feng Zhang, Zhen-Guo Li, Yi Zhong, Jun Zhu

International Conference on Learning Representations

2021

Triple-Memory Networks: A Brain-Inspired Method for Continual Learning

Liyuan Wang, Bo Lei, Qian Li, Hang Su, Jun Zhu, Yi Zhong

IEEE Transactions on Neural Networks and Learning Systems

DOI

2021

AFEC: Active Forgetting of Negative Transfer in Continual Learning

Liyuan Wang, Mingtian Zhang, Zhongfan Jia, Qian Li, Chenglong Bao, Kaisheng Ma, Jun Zhu, Yi Zhong

Neural Information Processing Systems

2021

ORDisCo: Effective and Efficient Usage of Incremental Unlabeled Data for Semi-supervised Continual Learning

Liyuan Wang, Kuo Yang, Chong-Xuan Li, Lanqing Hong, Zhen-Guo Li, Jun Zhu

Computer Vision and Pattern Recognition

DOI

2021

Few-shot Continual Learning: a Brain-inspired Approach

Liyuan Wang, Qian Li, Yi Zhong, Jun Zhu

arXiv.org

预印本

2026

Neuro-inspired cascaded memory coordination enables continual generalization

Xingxing Zhang, Zijian Gao, Liyuan Wang, Bo Ding, Xinjun Mao, Huaimin Wang, Kele Xu

Research Square

DOI

2026

Position: Modular Memory is the Key to Continual Learning Agents

Vaggelis Dorovatas, Malte Schwerin, Andrew D. Bagdanov, Lucas Caccia, Antonio Carta, Laurent Charlin, Barbara Hammer, Tyler L. Hayes, Timm Hess, Christopher Kanan, Dhireesha Kudithipudi, Xialei Liu, Vincenzo Lomonaco, Jorge Mendez-Mendez, Darshan Patil, Ameya Prabhu, Elisa Ricci, Tinne Tuytelaars, Gido M. van de Ven, Liyuan Wang, Joost van de Weijer, Jonghyun Choi, Martin Mundt, Rahaf Aljundi

arXiv (Cornell University)

DOI

2026

Safety Alignment as Continual Learning: Mitigating the Alignment Tax via Orthogonal Gradient Projection

Guanglong Sun, Siyuan Zhang, Liyuan Wang, Jun Zhu, Hang Su, Yi Zhong

arXiv (Cornell University)

DOI

2026

ProCA: Progressive Contrastive Alignment for Robust EEG Visual Decoding

Kanglei Zhou, Chunyan Lan, Dongyang Li, Jun Zhu, Liyuan Wang

arXiv (Cornell University)

DOI

王立元

精选作品

期刊论文

SLCA++: Unleash the Power of Sequential Fine-Tuning for Continual Learning with Pre-training

Incorporating neuro-inspired adaptability for continual learning in artificial intelligence

SLCA: Slow Learner with Classifier Alignment for Continual Learning on a Pre-trained Model

Genetic dissection of mutual interference between two consecutive learning tasks in Drosophila

Author response: Genetic dissection of mutual interference between two consecutive learning tasks in Drosophila

A Comprehensive Survey of Continual Learning: Theory, Method and Application

The More, The Better? Active Silencing of Non-Positive Transfer for Efficient Multi-Domain Few-Shot Classification

CoSCL: Cooperation of Small Continual Learners is Stronger Than a Big One

Memory Replay with Data Compression for Continual Learning

Triple-Memory Networks: A Brain-Inspired Method for Continual Learning

AFEC: Active Forgetting of Negative Transfer in Continual Learning

ORDisCo: Effective and Efficient Usage of Incremental Unlabeled Data for Semi-supervised Continual Learning

Few-shot Continual Learning: a Brain-inspired Approach

预印本

Neuro-inspired cascaded memory coordination enables continual generalization

Position: Modular Memory is the Key to Continual Learning Agents

Safety Alignment as Continual Learning: Mitigating the Alignment Tax via Orthogonal Gradient Projection

ProCA: Progressive Contrastive Alignment for Robust EEG Visual Decoding

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