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4 papers
Visual Text Compression as Measure Transport
Lv Tang, Tianyi Zheng, Yang Liu +2
Visual text compression (VTC) promises efficient long-context processing by rendering text into an image and re-encoding it with a vision-language model, often producing --$20\t…
FlashAudio: Rectified Flows for Fast and High-Fidelity Text-to-Audio Generation
Huadai Liu, Jialei Wang, Rongjie Huang +4
Recent advancements in latent diffusion models (LDMs) have markedly enhanced text-to-audio generation, yet their iterative sampling processes impose substantial computational deman…
AudioLCM: Text-to-Audio Generation with Latent Consistency Models
Huadai Liu, Rongjie Huang, Yang Liu +5
Recent advancements in Latent Diffusion Models (LDMs) have propelled them to the forefront of various generative tasks. However, their iterative sampling process poses a significan…
MEDIC: Zero-shot Music Editing with Disentangled Inversion Control
Huadai Liu, Jialei Wang, Xiangtai Li +6
Text-guided diffusion models revolutionize audio generation by adapting source audio to specific text prompts. However, existing zero-shot audio editing methods such as DDIM invers…