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cs.LG2026
P-MOPD: Accelerating Multi-Teacher On-Policy Distillation via Parameter Priors
Sinuo Wang, Jiacheng Lu, Zeyu Zhang +8
Multi-teacher on-policy distillation consolidates expert capabilities by supervising student-generated trajectories, whereas task arithmetic offers a training-free alternative thro…
cs.LG2026
One Analyst Is Not Ground Truth: Grading Agent-Built Financial Models Against Observed Professional Practice
Jiacheng Lu, Sinuo Wang, Yiming Li +15
Language model agents can now construct complete financial models, but it remains unclear whether they have learned the financial judgment that gives those models meaning. Existing…