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Siyuan Hou

3 accepted papers

2026

MMAU-Pro: A Challenging and Comprehensive Benchmark for Holistic Evaluation of Audio General Intelligence

AAAI 2026technical

Audio comprehension—including speech, non-speech sounds, and music—is essential for achieving human-level intelligence. Consequently, AI agents must demonstrate holistic audio understanding to qualify as generally intelligent. However, evaluating auditory intelligence comprehensively remains challen

Cited by 0SourcePDFScholar
2026

SciTS: Scientific Time Series Understanding and Generation with LLMs

ICLR 2026poster

The scientific reasoning ability of large language models (LLMs) has recently attracted significant attention. Time series, as a fundamental modality in scientific data, presents unique challenges that are often overlooked in current multimodal LLMs, which either encode numerical sequences as text o…

Cited by 0SourceScholar
2025

Editing Music with Melody and Text: Using ControlNet for Diffusion Transformer

ICASSP 2025accepted

Despite the significant progress in controllable music generation and editing, challenges remain in the quality and length of generated music due to the use of Mel-spectrogram representations and UNet-based model structures. To address these limitations, we propose a novel approach using a Diffusion…

Cited by 0SourceScholar