Signed Rectified Flow: Negativity-Controlled Generation

Signed Rectified Flow incorporates both examples to favour and distributions to avoid. Although a signed measure cannot itself be sampled as a probability distribution, the construction induces a valid process that excludes negatively dominated regions. A continuity-equation analysis and charged-particle interpretation explain the barriers. Experiments explore how positive and negative information affect generation quality, memorization and exclusion constraints.