Global Pre-fixing, Local Adjusting: A Simple yet Effective Contrastive Strategy for Continual Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Tang, Jia, Wang, Xinrui, Chen, Songcan |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Concise yet Effective model for Non-Aligned Incomplete Multi-view and Missing Multi-label Learning
by: Li, Xiang, et al.
Published: (2020)
by: Li, Xiang, et al.
Published: (2020)
DINO-Detect: A Simple yet Effective Framework for Blur-Robust AI-Generated Image Detection
by: Shen, Jialiang, et al.
Published: (2025)
by: Shen, Jialiang, et al.
Published: (2025)
Unlocking the Power of Open Set : A New Perspective for Open-Set Noisy Label Learning
by: Wan, Wenhai, et al.
Published: (2023)
by: Wan, Wenhai, et al.
Published: (2023)
Contrastive Localized Language-Image Pre-Training
by: Chen, Hong-You, et al.
Published: (2024)
by: Chen, Hong-You, et al.
Published: (2024)
Explicit View-labels Matter: A Multifacet Complementarity Study of Multi-view Clustering
by: Geng, Chuanxing, et al.
Published: (2022)
by: Geng, Chuanxing, et al.
Published: (2022)
Cut out and Replay: A Simple yet Versatile Strategy for Multi-Label Online Continual Learning
by: Wang, Xinrui, et al.
Published: (2025)
by: Wang, Xinrui, et al.
Published: (2025)
S^2MVTC: a Simple yet Efficient Scalable Multi-View Tensor Clustering
by: Long, Zhen, et al.
Published: (2024)
by: Long, Zhen, et al.
Published: (2024)
Continual Learning with Pre-Trained Models: A Survey
by: Zhou, Da-Wei, et al.
Published: (2024)
by: Zhou, Da-Wei, et al.
Published: (2024)
Connecting Domains and Contrasting Samples: A Ladder for Domain Generalization
by: Wei, Tianxin, et al.
Published: (2025)
by: Wei, Tianxin, et al.
Published: (2025)
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox
by: Sun, Hai-Long, et al.
Published: (2023)
by: Sun, Hai-Long, et al.
Published: (2023)
COT Flow: Learning Optimal-Transport Image Sampling and Editing by Contrastive Pairs
by: Zu, Xinrui, et al.
Published: (2024)
by: Zu, Xinrui, et al.
Published: (2024)
All-around Neural Collapse for Imbalanced Classification
by: Zhang, Enhao, et al.
Published: (2024)
by: Zhang, Enhao, et al.
Published: (2024)
Separating Novel Features for Logical Anomaly Detection: A Straightforward yet Effective Approach
by: Lee, Kangil, et al.
Published: (2024)
by: Lee, Kangil, et al.
Published: (2024)
Simple yet Effective Semi-supervised Knowledge Distillation from Vision-Language Models via Dual-Head Optimization
by: Kang, Seongjae, et al.
Published: (2025)
by: Kang, Seongjae, et al.
Published: (2025)
Dynamic Against Dynamic: An Open-set Self-learning Framework
by: Yang, Haifeng, et al.
Published: (2024)
by: Yang, Haifeng, et al.
Published: (2024)
Pushing Trade-Off Boundaries: Compact yet Effective Remote Sensing Change Detection
by: Xu, Luosheng, et al.
Published: (2025)
by: Xu, Luosheng, et al.
Published: (2025)
ProbMCL: Simple Probabilistic Contrastive Learning for Multi-label Visual Classification
by: Sajedi, Ahmad, et al.
Published: (2024)
by: Sajedi, Ahmad, et al.
Published: (2024)
Do Pre-trained Models Benefit Equally in Continual Learning?
by: Lee, Kuan-Ying, et al.
Published: (2022)
by: Lee, Kuan-Ying, et al.
Published: (2022)
SimpleGPT: Improving GPT via A Simple Normalization Strategy
by: Chen, Marco, et al.
Published: (2026)
by: Chen, Marco, et al.
Published: (2026)
Long-Tailed Object Detection Pre-training: Dynamic Rebalancing Contrastive Learning with Dual Reconstruction
by: Duan, Chen-Long, et al.
Published: (2024)
by: Duan, Chen-Long, et al.
Published: (2024)
Discovering Global False Negatives On the Fly for Self-supervised Contrastive Learning
by: Balmaseda, Vicente, et al.
Published: (2025)
by: Balmaseda, Vicente, et al.
Published: (2025)
Rehearsal-free and Task-free Online Continual Learning With Contrastive Prompt
by: Wang, Aopeng, et al.
Published: (2025)
by: Wang, Aopeng, et al.
Published: (2025)
STELLA: Continual Audio-Video Pre-training with Spatio-Temporal Localized Alignment
by: Lee, Jaewoo, et al.
Published: (2023)
by: Lee, Jaewoo, et al.
Published: (2023)
Learning Locally, Revising Globally: Global Reviser for Federated Learning with Noisy Labels
by: Tian, Yuxin, et al.
Published: (2024)
by: Tian, Yuxin, et al.
Published: (2024)
Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning
by: Wang, Huiyi, et al.
Published: (2024)
by: Wang, Huiyi, et al.
Published: (2024)
Global-Graph Guided and Local-Graph Weighted Contrastive Learning for Unified Clustering on Incomplete and Noise Multi-View Data
by: He, Hongqing, et al.
Published: (2025)
by: He, Hongqing, et al.
Published: (2025)
Unsupervised Continual Anomaly Detection with Contrastively-learned Prompt
by: Liu, Jiaqi, et al.
Published: (2024)
by: Liu, Jiaqi, et al.
Published: (2024)
Forward-Only Continual Learning
by: Chen, Jiao, et al.
Published: (2025)
by: Chen, Jiao, et al.
Published: (2025)
Realistic Continual Learning Approach using Pre-trained Models
by: Nasri, Nadia, et al.
Published: (2024)
by: Nasri, Nadia, et al.
Published: (2024)
Patch-Based Contrastive Learning and Memory Consolidation for Online Unsupervised Continual Learning
by: Taylor, Cameron, et al.
Published: (2024)
by: Taylor, Cameron, et al.
Published: (2024)
k-NN as a Simple and Effective Estimator of Transferability
by: Sorkhei, Moein, et al.
Published: (2025)
by: Sorkhei, Moein, et al.
Published: (2025)
GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity Learning
by: Qu, Sanqing, et al.
Published: (2024)
by: Qu, Sanqing, et al.
Published: (2024)
HPCR: Holistic Proxy-based Contrastive Replay for Online Continual Learning
by: Lin, Huiwei, et al.
Published: (2023)
by: Lin, Huiwei, et al.
Published: (2023)
RanPAC: Random Projections and Pre-trained Models for Continual Learning
by: McDonnell, Mark D., et al.
Published: (2023)
by: McDonnell, Mark D., et al.
Published: (2023)
Resilient Contrastive Pre-training under Non-Stationary Drift
by: Yang, Xiaoyu, et al.
Published: (2025)
by: Yang, Xiaoyu, et al.
Published: (2025)
MRI-Based Brain Age Estimation with Supervised Contrastive Learning of Continuous Representation
by: Crête, Simon Joseph Clément, et al.
Published: (2025)
by: Crête, Simon Joseph Clément, et al.
Published: (2025)
A Closer Look at the Robustness of Contrastive Language-Image Pre-Training (CLIP)
by: Tu, Weijie, et al.
Published: (2024)
by: Tu, Weijie, et al.
Published: (2024)
Recovering Global Data Distribution Locally in Federated Learning
by: Yao, Ziyu
Published: (2024)
by: Yao, Ziyu
Published: (2024)
Integrating Task-Specific and Universal Adapters for Pre-Trained Model-based Class-Incremental Learning
by: Wang, Yan, et al.
Published: (2025)
by: Wang, Yan, et al.
Published: (2025)
Unifying Graph Contrastive Learning via Graph Message Augmentation
by: Zhang, Ziyan, et al.
Published: (2024)
by: Zhang, Ziyan, et al.
Published: (2024)
Similar Items
-
A Concise yet Effective model for Non-Aligned Incomplete Multi-view and Missing Multi-label Learning
by: Li, Xiang, et al.
Published: (2020) -
DINO-Detect: A Simple yet Effective Framework for Blur-Robust AI-Generated Image Detection
by: Shen, Jialiang, et al.
Published: (2025) -
Unlocking the Power of Open Set : A New Perspective for Open-Set Noisy Label Learning
by: Wan, Wenhai, et al.
Published: (2023) -
Contrastive Localized Language-Image Pre-Training
by: Chen, Hong-You, et al.
Published: (2024) -
Explicit View-labels Matter: A Multifacet Complementarity Study of Multi-view Clustering
by: Geng, Chuanxing, et al.
Published: (2022)