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cs.CV2025
Cross-Task Generalization Between Understanding and Generation in Unified Vision-Language Models: A Controlled Study
Jihai Zhang, Tianle Li, Linjie Li +2
Unified vision-language models (VLMs) aim to support both visual understanding and generation within a single framework, but it remains unclear when mixed training benefits both ca…
cs.CV2025
BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries
Tianle Li, Yongming Rao, Winston Hu +1
Encoder-free multimodal large language models(MLLMs) eliminate the need for a well-trained vision encoder by directly processing image tokens before the language model. While this…