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K-line crossing 1model-agnostic reconciliation 1OHLC 1probabilistic forecasting 1quantile crossing 1

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stat.ML2026

Crossing-Free Probabilistic K-Line Forecasts Without Retraining

Runyao Yu, Yuchen Tao, Yujie Chen +2

The paper proposes K-line–Quantile Sequential Projection (KQSP), a parameter‑free, training‑free method that adjusts probabilistic open‑high‑low‑close forecasts to eliminate quanti…