CV

Ph.D.

National University of Singapore

Computer Science

M.Eng.

National University of Singapore

Mechanical Engineering

B.Eng. / B.A.

Shanghai Jiao Tong University

Energy & Power Engineering (Major); Musicology (Minor)

Bridging Piano Transcription and Rendering via Disentangled Score Content and Style

ICLR

Unified transformer Seq2Seq jointly models APT and EPR by disentangling score content and performance style; diffusion-based style recommender enables alignment-free training and style transfer.

Peransformer: Improving Low-informed Expressive Performance Rendering with Score-aware Discriminator

APSIPA ASC

Score-aware discriminator and transformer framework enhance expressive performance rendering when score information is sparse.

Automatic Lyric Transcription and Automatic Music Transcription from Multimodal Singing

ACM TOMM

Multimodal ALT/AMT with audio and lip video using residual cross-attention; first N20EM dataset and SSL encoders yield noise-robust lyric and note transcription.

End-to-End Real-World Polyphonic Piano Audio-to-Score Transcription with Hierarchical Decoding

IJCAI

Hierarchical decoder predicts bar-level key/time and note content; two-stage training with EPR pretraining then human-performance finetuning bridges synthetic–real gap.

Elucidate Gender Fairness in Singing Voice Transcription

ACM MM

Reveals gender bias in singing voice transcription from pitch distributions; adversarial attribute predictor with note-conditioned alignment cuts bias >50% with minimal accuracy loss.

Zero-Shot Singing Voice Synthesis with Melody Control

Proposed CoMelSinger (MaskGCT-based zero-shot SVS) with disentangled melody control and contrastive learning; added encoder-only SVT for pitch supervision.

Joint Piano Transcription and Performance Rendering

Unified transformer Seq2Seq for APT+EPR; alignment-free formulation and diffusion style recommendation.

Hierarchical Audio-to-Score Transcription for Piano

End-to-end Seq2Seq with hierarchical decoder and two-stage training using EPR pretraining then real-perf finetuning.

FAISS Semantic Paper Retrieval

Shanghai Artificial Intelligence Research Institute, Shanghai

Built MySQL schema, ingested ~150M paper records (MAG/AMiner), fine-tuned BERT on abstracts/categories, and deployed FAISS-based semantic search.

SoC Honour List of Student Tutors

Teaching Fellowship of SoC

Research Achievement Award of SoC

Academic Excellence Scholarship of SJTU