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0111 · Dec 202519922001200920172026
1 result for “classifier-proximal”
Pushing the Limits of Distillation-Based Continual Learning via Classifier-Proximal Lightweight Pluginscs.LG

DLC enhances distillation-based continual learning with lightweight plugins.

problem Stability-plasticity dilemma in distillation-based continual learning.
method DLC deploys lightweight residual plugins into the classifier-proximal layer of a shared feature extractor.
result Significant 8% accuracy gain on large-scale benchmarks with minimal parameter increase.
continual learningdistillationclassifier-proximallightweight pluginsaccuracy gain
2025-12-03abs ↗pdf ↗