New Theory Paper Shows How Many Environments ICA Needs to Separate Gaussian Components
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A new arXiv paper frames component separation as a Riesz energy problem, showing independent components can be recovered even when all are Gaussian if their variances vary across environments, and asks how many environments are needed.
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- 2026-11-06 05:00 · arXiv stat.ML
Separation Is a Riesz Energy: How Many Environments Does ICA Need?