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cs.LG2026
Reinforcement Learning for Graph Generation under a Hard Assortativity Constraint
Hoyun Choi, Junghyo Jo, Deok-Sun Lee
Generating graph ensembles with precisely controlled structural properties is central to investigating how network structure shapes function. Canonical ensembles impose constraints…
cs.LG2026
Watch your neighbors: Training statistically accurate chaotic systems with local phase space information
Joon-Hyuk Ko, Andrus Giraldo, Deok-Sun Lee
Chaotic systems pose fundamental challenges for data-driven dynamics discovery, as small modeling errors lead to exponentially growing trajectory discrepancies. Since exact long-te…