Injecting Distributional Awareness into MLLMs via Reinforcement Learning for Deep Imbalanced Regression

Yao Du, Shanshan Song, Xiaomeng Li

Multimodal large language models (MLLMs) struggle with numerical regression under long-tailed target distributions. Token-level supervised fine-tuning (SFT) and point-wise regressi…