KairosHope is a new TSFM with dual-memory architecture (Titans short-term + CMS long-term) and hybrid head fusing tsfeatures, pre-trained via MTSM+InfoNCE on Monash then LP-FT adapted to UCR, claiming superior results on causal tasks like HAR.
Fine-tuning can distort pretrained features and underperform out-of-distribution
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2026 1verdicts
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KairosHope: A Next-Generation Time-Series Foundation Model for Specialized Classification via Dual-Memory Architecture
KairosHope is a new TSFM with dual-memory architecture (Titans short-term + CMS long-term) and hybrid head fusing tsfeatures, pre-trained via MTSM+InfoNCE on Monash then LP-FT adapted to UCR, claiming superior results on causal tasks like HAR.