2026
Focusing Where Vision Matters: Selective Training for Large Vision Language Models via Visual Information Gain
ICML 2026poster
Large Vision Language Models (LVLMs) have achieved remarkable progress, yet they often suffer from language bias, producing answers without relying on visual evidence. While prior work attempts to mitigate this issue through decoding strategies, architectural modifications, or curated instruction da…