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20242026
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cs.SD2025

Pushing the Frontier of Audiovisual Perception with Large-Scale Multimodal Correspondence Learning

Apoorv Vyas, Heng-Jui Chang, Cheng-Fu Yang +9

We introduce Perception Encoder Audiovisual, PE-AV, a new family of encoders for audio and video understanding trained with scaled contrastive learning. Built on PE, PE-AV makes se…

cs.SD2025

MR-FlowDPO: Multi-Reward Direct Preference Optimization for Flow-Matching Text-to-Music Generation

Alon Ziv, Sanyuan Chen, Andros Tjandra +3

A key challenge in music generation models is their lack of direct alignment with human preferences, as music evaluation is inherently subjective and varies widely across individua…

cs.SD2025

The AudioMOS Challenge 2025

Wen-Chin Huang, Hui Wang, Cheng Liu +6

This is the summary paper for the AudioMOS Challenge 2025, the very first challenge for automatic subjective quality prediction for synthetic audio. The challenge consists of three…

cs.SD2025

FlowDec: A flow-based full-band general audio codec with high perceptual quality

Simon Welker, Matthew Le, Ricky T. Q. Chen +4

We propose FlowDec, a neural full-band audio codec for general audio sampled at 48 kHz that combines non-adversarial codec training with a stochastic postfilter based on a novel co…

cs.SD2025

Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound

Andros Tjandra, Yi-Chiao Wu, Baishan Guo +10

The quantification of audio aesthetics remains a complex challenge in audio processing, primarily due to its subjective nature, which is influenced by human perception and cultural…

cs.SD2024

MusicFlow: Cascaded Flow Matching for Text Guided Music Generation

K R Prajwal, Bowen Shi, Matthew Lee +8

We introduce MusicFlow, a cascaded text-to-music generation model based on flow matching. Based on self-supervised representations to bridge between text descriptions and music aud…