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Landau theory
Landau theory
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Landau theory explains criticality in linear in-context learning
Researchers have developed a Landau theory to explain the critical phenomenon observed in linear in-context learning (ICL). This theory frames the double-descent singularity, which occurs when pretraining samples approa…
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New Landau Theory Explains How Models Learn Invariant Representations
Researchers have developed a Landau-type theory to better understand invariant learning, a method focused on creating representations that remain predictive across different environments. This new theory models represen…