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Weiguo Gao

5 accepted papers

2023

Controllable Music Inpainting with Mixed-Level and Disentangled Representation

ICASSP 2023accepted

Music inpainting, which is to complete the missing part of a piece given some context, is an important task of automated music generation. In this study, we contribute a controllable inpainting model by combining the high expressivity of mixed-level, disentangled music representations and the strong…

Cited by 0SourceScholar
2022

Music Phrase Inpainting Using Long-Term Representation and Contrastive Loss

ICASSP 2022accepted

Deep generative modeling has already become the leading technique for music automation. However, long-term generation remains a challenging task as most methods fall short in preserving a natural structure and the overall musicality when the generation scope exceeds several beats. In this study, we…

Cited by 0SourceScholar
2021

DialogueTRM: Exploring Multi-Modal Emotional Dynamics in a Conversation

EMNLP 2021finding

Emotion dynamics formulates principles explaining the emotional fluctuation during conversations. Recent studies explore the emotion dynamics from the self and inter-personal dependencies, however, ignoring the temporal and spatial dependencies in the situation of multi-modal conversations. To addre…

2021

SOFT: Softmax-free Transformer with Linear Complexity

NeurIPS 2021spotlight

Vision transformers (ViTs) have pushed the state-of-the-art for various visual recognition tasks by patch-wise image tokenization followed by self-attention. However, the employment of self-attention modules results in a quadratic complexity in both computation and memory usage. Various attempts on…

Cited by 198SourcePDFScholar
2020

Multi-scale Two-way Deep Neural Network for Stock Trend Prediction

IJCAI 2020poster

Stock Trend Prediction(STP) has drawn wide attention from various fields, especially Artificial Intelligence. Most previous studies are single-scale oriented which results in information loss from a multi-scale perspective. In fact, multi-scale behavior is vital for making intelligent investment dec…