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cs.AI2026
DrafTS: Time-Aware Decomposition with Residual Correction for Time Series Modeling
Yiqiu Liu, Siru Zhong, Zhiguang Wang +2
Real-world time series contain evolving underlying dynamics with irregular variations that lack stable temporal patterns and are often referred to as noise. Existing methods addres…
cs.AI2026
LiveHouse-TS: An Open-world Living Benchmark for Time Series Foundation Models
Haomin Wen, Ziyu Zhou, Qingxiang Liu +2
Time Series Foundation Models (TSFMs) have recently emerged as a highly promising paradigm for cross-domain zero-shot forecasting. However, existing evaluation protocols predominan…