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cs.LG2025
Accelerating Time Series Foundation Models with Speculative Decoding
Pranav Subbaraman, Fang Sun, Jinxi Yu +4
Time series forecasting drives operational decisions under tight latency budgets, and autoregressive time series foundation models (TSFMs) increasingly deliver the most accurate fo…
cs.LG2025
Integrating Feature Attention and Temporal Modeling for Collaborative Financial Risk Assessment
Yue Yao, Zhen Xu, Youzhu Liu +3
This paper addresses the challenges of data privacy and collaborative modeling in cross-institution financial risk analysis. It proposes a risk assessment framework based on federa…