Research map / Continual learning / Online and replay-based
Representational Continuity for Unsupervised Continual Learning
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use unsupervised rather than supervised continual representations | continual learning strategies · Split CIFAR-10, Split CIFAR-100, Split Tiny-ImageNet | forgetting: 71.4\%, 69.7\% and 73.2\% decrease in forgetting with Finetune on Split CIFAR-10, Split CIFAR-100 and Split Tiny-ImageNe | Helped |
| Add LUMP interpolation of current and replay-buffer instances | SimSiam UCL · Split CIFAR-100 | accuracy: 2.8\% relative increase in accuracy | Helped |
| Add LUMP interpolation of current and replay-buffer instances | SimSiam UCL · Split Tiny-ImageNet | accuracy: 5.9\% relative increase in accuracy | Helped |
| Use unsupervised rather than supervised representations | continual learning methods · OOD datasets from Split CIFAR-10 | accuracy: 4.58\%, 6.09\%, 15.26\%, and 17.07\% | Helped |
| Use unsupervised rather than supervised continual learning | few-shot training methods · Split CIFAR-100, 100 training instances per task | accuracy: 15.78\%p; 32.21\%p | Helped |
Closest papers by meaning
- Probing Representation Forgetting in Supervised and Unsupervised Continual Learning (CVPR 2022 · similarity 0.92)
- Measuring Representational Shifts in Continual Learning: A Linear Transformation Perspective (ICML 2025 · similarity 0.90)
- Continual Learning with Global Alignment (NeurIPS 2024 · similarity 0.89)
- Enhancing Visual Continual Learning with Language-Guided Supervision (CVPR 2024 · similarity 0.88)
- LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning (CVPR 2025 · similarity 0.87)
- A Unified and General Framework for Continual Learning (ICLR 2024 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.