2026
SAME: Stabilized Mixture-of-Experts for Multimodal Continual Instruction Tuning
ICML 2026poster
Multimodal Large Language Models (MLLMs) achieve strong performance through instruction tuning, but real-world deployment requires them to continually expand their capabilities, making Multimodal Continual Instruction Tuning (MCIT) essential. Recent methods leverage sparse expert routing to promote …