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MusicLayout, an explicit intermediate representation for controlling musical structure in text-to-music generation, is introduced, providing evidence that explicit layout planning can improve long-range structural organization and support layout-level control.
DuoTok is presented, a source-aware dual-track music tokenizer for vocal-accompaniment generation based on staged disentanglement, suggesting that tokenizer design is a core modeling problem for multi-track music generation, beyond compression alone.
DCASE~2026 Task~5 introduces Audio-Dependent Question Answering (ADQA), which tests whether large audio-language models answer from the audio rather than from textual priors. An Audio-Dependency Filtering (ADF) pipeline combines silent-audio probing, per-option perplexity, a large language model (LLM) commonsense check...
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