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Showing papers from Chinese University of Hong Kong, Shenzhen Show all papers

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Agency for Science, Technology aNational University of SingaporeSingapore-MIT Alliance for ReseaChinese University of Hong Kong,LLM pretraining & scaling laws

Position Paper: Data-Centric AI in the Age of Large Language Models

This position paper argues for data-centric AI in the age of large language models and proposes research directions.

Xinyi Xu, Zhaoxuan Wu, Rui Qiao, Arun Verma and 15 more

Published 2024 · 2 citations

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67%Highly rated
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NeurIPS 2026The Chinese University of Hong KHuawei Technologies Ltd.Chinese University of Hong Kong,Speech enhancement

AnyEdit: A Unified Framework for Speech and Singing Voice Editing with Real-World Environmental Consistency

Yunjia Zhang, Junan Zhang, Jing Yang, Xueyao Zhang and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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67%Highly rated
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NeurIPS 2026The Chinese University of Hong KMicrosoftChinese University of Hong Kong,Spoken language models

Is Text All You Need? Text as a Universal Information Bottleneck for Speech LLMs

Ming-Hao Hsu, Yuxuan Hu, Shujie LIU, Jinyu Li and 1 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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57%Worth a look
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NeurIPS 2026The Chinese University of Hong KByteDance Inc.Louisiana StateByteDanceChinese University of Hong Kong,Unified multimodal models

Geometric Alignment without Functional Equivalence: A Layer-wise Analysis of the Speech-Text Modality Gap

Ming-Hao Hsu, Xiaohai Tian, Jun Zhang, Lu Lu and 2 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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71%Highly rated
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NeurIPS 2026Higher School of EconomicsChinese University of Hong Kong,HSERepresentation & contrastive learning

Tensorion: A Tensor-Aware Generalization of the Muon Optimizer

Tensorion generalizes Muon to tensors via a tractable spectral-norm linear minimization oracle over unfolding matrices, recovering Muon for matrices and improving convergence over Adam on vision tasks.

Vladimir Bogachev, Vladimir Aletov, Alexander Molozhavenko, Sergei Kudriashov and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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strict 1/5