Orion is a self-adaptive memory management framework for on-device online continual learning that co-optimizes latency, plasticity, and stability via URGE-based reallocation and prefetching.
Continual learning on a diet: Learning from sparsely labeled streams under constrained computation.arXiv preprint arXiv:2404.12766, 2024
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Orion: Enabling Self-adaptive Memory Management for On-device Online Continual Learning
Orion is a self-adaptive memory management framework for on-device online continual learning that co-optimizes latency, plasticity, and stability via URGE-based reallocation and prefetching.