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Metric-Aware Hybrid Forecasting for the CTF4Science Lorenz Challenge

arXiv cs.LG · 2026-06-04 Cached

The paper describes a metric-aware hybrid forecasting system for the CTF4Science Lorenz challenge, combining neural denoisers, ODE fitting, and histogram-tail substitution to optimize different metrics across nine task pairs, achieving a public leaderboard score of 83.85529.

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#chaotic-forecasting

Horizon-Constrained Rashomon Sets for Chaotic Forecasting

arXiv cs.LG · 2026-05-08 Cached

Introduces horizon-constrained Rashomon sets to characterize how model multiplicity evolves in chaotic systems. The framework proves exponential contraction of predictive equivalence and develops decision-aligned algorithms that improve decision quality by 18-34%.

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