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Junxia Zhang

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Preprint Jul 2026

FlowCTS: On-policy Continuous Trajectory Supervision of Flow Models

Flow Continuous Trajectory Supervision (FlowCTS), which matches subsequent student and reference trajectories initialized from the same student-visited state to derive a temporally weighted velocity-matching upper bound and discretize it into practical objectives parameterized by the number of supervision steps.

Kaiyang Ye, Yuan Ge, Junxia Zhang et al. · 0 citations