Jiazhen Liu

LISA accelerates training and enhances output quality in visual-condition generation by aligning side network features with likelihood scores, all without extra inference costs.

You can train a surprisingly effective medical imaging MLLM using *only* public data by generating knowledge-aware reasoning traces and enforcing self-consistency during reinforcement learning.