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HMU-Bench, a bilingual benchmark with notation and audio components, is introduced, a bilingual benchmark with notation and audio components that motivates separate modality reporting and event-level checks for symbolic outputs.
To stream long videos while maintaining visual quality and temporal consistency, Self Forcing mitigates exposure bias through self-rollout training on self-generated histories with key-value (KV) caching. To keep memory manageable, it detaches historical caches, preserving forward dependencies between chunks but severi...
RoXDrive is introduced, a plug-and-play closed-loop RL framework that enables reliable policy optimization by identifying action-faithful world-model rollouts and an Action-Vision Faithfulness Evaluator for inverse dynamics estimation with geometry-aware auxiliary trajectory supervision, enabling long-horizon assessmen...
This work introduces StepAudio 3 Music, a large-scale, long-form music generation model that supports explicit musical planning and open-domain text-controlled generation, and achieves the highest AudioBox Content Enjoyment, Content Usefulness, and Production Quality scores and the highest MuQ-MuLan similarity among th...
This work presents VGGT-Diff, a geometry-routed multi-view diffusion model for sparse-view novel view synthesis, and introduces robust geometry conditioning, combining training-time regularization with inference-time guidance for improved robustness.
This study introduces StepAudio 3 Gen, a general-purpose audio generation model that supports zero-shot text-to-speech (TTS), voice design, vocal generation, sound effects, music, vibe speech, and mixtures of multiple audio types within a unified framework.
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