Author

Theodore Vasiloudis

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#machine learning Feb 2026

Feedback Control for Multi-Objective Graph Self-Supervision

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...

Karish Grover, Theodore Vasiloudis, Han Xie et al. · arXiv.org · 0 citations