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This work argues that text does indeed have curvature, and shows how to detect it, define it, and use it, and establishes a text-native curvature paradigm, making Texture practically useful.
ControlG is introduced, a control-theoretic framework that recasts multi-objective graph SSL as feedback-controlled temporal allocation by estimating per-objective difficulty and pairwise antagonism, planning target budgets via a Pareto-aware log-hypervolume planner, and scheduling with a Proportional-Integral-Derivati...
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