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Decoupled-Live-ProsodyJudge (D-LPJ), a cost-effective pairwise evaluator distilled from Gemini into Qwen3-Omni, and a novel span-local GRPO strategy that applies normalized advantages strictly to their corresponding rationale spans.
Continuous autoregressive models operate directly on continuous representations and Bottlenecked Representation Alignment and Modality--Time RoPE are introduced to strengthen musical semantic structure in Composer hidden states and temporal alignments across modalities.
Reward-based fine-tuning of a discrete diffusion model significantly enhances synthesizer inversion performance, outperforming traditional methods in audio matching tasks.
P-MUSE achieves unprecedented flexibility in music synthesis by allowing users to generate and edit music with or without aligned MIDI inputs.
Anysynth achieves superior zero-shot instrument cloning by dynamically retrieving acoustic details, outperforming traditional embedding-based methods in timbre fidelity and audio quality.
