Option-pricing comparisons can be biased when quote-derived inputs or later outcomes enter model selection. We compare analytical, learned, fixed-blend, and conditional-blend models in a chronology that ends tuning in 2019 and fixes the 2024 to 2025 confirmation before its outcomes are examined. SPY, QQQ, and IWM are a...
Time series forecasting (TSF) increasingly drives decisions in transportation, energy, finance, healthcare, and infrastructure, yet current evaluation remains overly narrow: standard benchmarks reward low held-out error, while robustness studies typically reduce failure to Gaussian noise, random masking, or bounded adv...
Yu-Yang Zhao, Liang-Huo Xu, Hao Xue· 0 citations
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