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Autoregressive rollout on CRP2D four-quadrant Riemann (test)

1.23Final Time Relative L2 ErrorMemory-Conditioned Flow-Matching
1.21521.31511.4151.5149Feb 6, 2026

Evaluation results

MethodLinks
Memory-Conditioned Flow-MatchingTrain=Regular, Sampling=U0.05 (10), Context=Uniform delta_t=0.05, 10 steps2026.021.232.3
Memoryless BaselineTrain=Regular, Sampling=U0.05 (10), Context=Uniform delta_t=0.05, 10 steps2026.021.26—
Memory-Conditioned Flow-MatchingTrain=Regular, Sampling=Inc (10), Context=Increasing delta_t, 10 steps2026.021.291
Memoryless BaselineTrain=Regular, Sampling=Inc (10), Context=Increasing delta_t, 10 steps2026.021.3—
Memory-Conditioned Flow-MatchingTrain=Regular, Sampling=S0.10 (10), Context=Sparse delta_t=0.10, 10 steps2026.021.312.5
Memoryless BaselineTrain=Regular, Sampling=S0.10 (10), Context=Sparse delta_t=0.10, 10 steps2026.021.34—
Memory-Conditioned Flow-MatchingTrain=Regular, Sampling=D0.05 (20), Context=Dense delta_t=0.05, 20 steps2026.021.524.7
Memoryless BaselineTrain=Regular, Sampling=D0.05 (20), Context=Dense delta_t=0.05, 20 steps2026.021.6—