AIBullisharXiv – CS AI · 6h ago6/10
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UPLOTS: A Unified Pretrained Language Model for Constrained Time-series Generation
UPLOTS is a unified pre-trained language model that generates constrained time-series data across multiple domains using a single transformer backbone guided by learned prompts. The framework addresses scalability limitations of existing domain-specific approaches by internalizing diverse temporal structures and enabling conditional generation with precise pattern control.