Reliable Replay through Spatial Coherence in Online Continual Learning
This work introduces SPatial coHErent risk control for REplay (SPHERE), a general replay-allocation method applicable across a broad range of learning settings and demonstrates that SPHERE improves accuracy and reduces forgetting across noisy-label vision tasks, continual language-model instruction tuning, and code-gen...
Hai-Xiang Sun, Jie-Fu Zhang, Yi He et al.
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