TCD-Arena is a new customizable testing framework that runs millions of experiments to map how 33 different assumption violations affect time series causal discovery methods and shows ensembles can boost overall robustness.
Causalstock: Deep end-to-end causal discovery for news-driven stock movement prediction
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FTX collapse produced price declines and capital reallocation from CEX to DEX, with topic modeling indicating holiday discourse obscured trust concerns in centralized exchange forums.
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TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations
TCD-Arena is a new customizable testing framework that runs millions of experiments to map how 33 different assumption violations affect time series causal discovery methods and shows ensembles can boost overall robustness.