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.
Proceedings of the 31st
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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IAT-based poisoning samples can significantly lower recall in a LightGBM malware detector trained on continuous data, while a homogeneous ensemble defense filters up to 95.6% of such attempts.
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Gray-Box Poisoning of Continuous Malware Ingestion Pipelines
IAT-based poisoning samples can significantly lower recall in a LightGBM malware detector trained on continuous data, while a homogeneous ensemble defense filters up to 95.6% of such attempts.