2026
FAIL: Flow Matching Adversarial Imitation Learning for Image Generation
ICML 2026poster
Post-training of flow matching models—aligning the output distribution with a high-quality target—is mathematically equivalent to imitation learning. While Supervised Fine-Tuning mimics expert demonstrations effectively, it cannot correct policy drift in unseen states. Preference optimization method…