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Forget auxiliary encoders and handcrafted losses: LVRPO uses reinforcement learning to directly align language and vision, boosting performance across a range of multimodal tasks.
Stop treating generated images like real ones: GMAIL aligns them as separate modalities in a shared latent space, unlocking significant gains in vision-language tasks.
