AIBullisharXiv – CS AI · 8h ago6/10
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TinySSL: Distilled Self-Supervised Pretraining for Sub-Megabyte MCU Models
Researchers introduce CA-DSSL, a new self-supervised learning technique that enables efficient AI model training on microcontrollers with under 500K parameters. The method surpasses existing approaches by 18 percentage points on standard benchmarks while requiring significantly fewer parameters, achieving 94% of supervised learning performance with models deployable in just 378 KB of memory.