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Transforming Vision Transformer: Towards Efficient Multi-Task Asynchronous Learner
·2048 words·10 mins·
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Computer Vision
Scene Understanding
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Efficient Multi-Task Learning (EMTAL) transforms pre-trained Vision Transformers into efficient multi-task learners by using a MoEfied LoRA structure, a Quality Retaining optimization, and a router fa…
realSEUDO for real-time calcium imaging analysis
·1790 words·9 mins·
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AI Applications
Healthcare
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realSEUDO: Real-time calcium imaging analysis now possible at speeds exceeding 30 Hz, enabling sophisticated closed-loop neuroscience experiments.
Dual Lagrangian Learning for Conic Optimization
·2010 words·10 mins·
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AI Generated
AI Theory
Optimization
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Dual Lagrangian Learning (DLL) revolutionizes conic optimization by leveraging machine learning to efficiently learn high-quality dual-feasible solutions, achieving 1000x speedups over traditional sol…
Cross-video Identity Correlating for Person Re-identification Pre-training
·1957 words·10 mins·
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Computer Vision
Person Re-Identification
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Cross-video Identity-cOrrelating pre-training (CION) revolutionizes person re-identification by leveraging identity correlation across videos for superior model pre-training, achieving state-of-the-ar…