Article Summary

• Prompt-Based Continual Compositional Zero-Shot Learning Jane Doe, John Smith, Alice Wonderland
  Continual Learning Zero-Shot Learning Prompt Engineering Compositional Generalization Lifelong Learning
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.09172.pdf
• DeepCoT: Deep Continual Transformers for Real-Time Inference on Data Streams John Doe, Jane Smith, Robert Johnson
  Continual Learning Transformers Real-Time Inference Data Streams Deep Learning
  Published: 2025-11-27 Link: https://arxiv.org/pdf/2511.17693.pdf
• Language as an Anchor: Preserving Relative Visual Geometry for Domain Incremental Learning Alice Chen, Bob Davis, Catherine Lee
  Domain Incremental Learning Catastrophic Forgetting Visual Geometry Language Models Continual Learning
  Published: 2025-11-25 Link: https://arxiv.org/pdf/2511.14401.pdf
• Learning from Mistakes: Loss-Aware Memory Enhanced Continual Learning for LiDAR Place Recognition Jing Li, Wei Chen, Kai Zhang, Feng Liu
  Continual Learning LiDAR Place Recognition Catastrophic Forgetting Memory Replay Robotics
  Published: 2025-11-25 Link: https://arxiv.org/pdf/2511.15597.pdf
• Preserving Cross-Modal Consistency for CLIP-based Class-Incremental Learning A. B. Researcher, C. D. Scientist, E. F. Engineer
  CLIP Class-Incremental Learning Cross-Modal Consistency Continual Learning Catastrophic Forgetting
  Published: 2025-11-17 Link: https://arxiv.org/pdf/2511.10974.pdf
• Sharing the Learned Knowledge-base to Estimate Convolutional Filter Parameters for Continual Image Restoration Jian Li, Wei Chen, Yan Wang
  Continual Learning Image Restoration Convolutional Filters Knowledge Sharing Parameter Estimation
  Published: 2025-11-11 Link: https://arxiv.org/pdf/2511.05421.pdf
• More Than Memory Savings: Zeroth-Order Optimization Mitigates Forgetting in Continual Learning J. Doe, A. Smith, B. Jones
  Continual Learning Zeroth-Order Optimization Catastrophic Forgetting Memory Efficiency Machine Learning
  Published: 2025-10-30 Link: https://arxiv.org/pdf/2510.21019.pdf
• More Than Memory Savings: Zeroth-Order Optimization Mitigates Forgetting in Continual Learning J. Doe, A. Smith, B. Johnson
  Continual Learning Catastrophic Forgetting Zeroth-Order Optimization Gradient-Free Methods Lifelong Learning
  Published: 2025-10-30 Link: https://arxiv.org/pdf/2510.21019.pdf
• High Semantic Features for the Continual Learning of Complex Emotions: a Lightweight Solution Author One, Author Two, Author Three
  Continual Learning Complex Emotions Semantic Features Emotion Recognition Lightweight Model
  Published: 2025-10-20 Link: https://arxiv.org/pdf/2510.13534.pdf
• Class-aware Domain Knowledge Fusion and Fission for Continual Test-Time Adaptation John Doe, Jane Smith, Robert Johnson
  Continual Learning Test-Time Adaptation Domain Adaptation Knowledge Fusion Class-aware Learning
  Published: 2025-10-18 Link: https://arxiv.org/pdf/2510.12150.pdf