Search Results for author: Liping Tang

Found 5 papers, 1 papers with code

Generating, Reconstructing, and Representing Discrete and Continuous Data: Generalized Diffusion with Learnable Encoding-Decoding

no code implementations29 Feb 2024 Guangyi Liu, Yu Wang, Zeyu Feng, Qiyu Wu, Liping Tang, Yuan Gao, Zhen Li, Shuguang Cui, Julian McAuley, Eric P. Xing, Zichao Yang, Zhiting Hu

The vast applications of deep generative models are anchored in three core capabilities -- generating new instances, reconstructing inputs, and learning compact representations -- across various data types, such as discrete text/protein sequences and continuous images.

Denoising

Learning to optimize by multi-gradient for multi-objective optimization

no code implementations1 Nov 2023 Linxi Yang, Xinmin Yang, Liping Tang

The development of artificial intelligence (AI) for science has led to the emergence of learning-based research paradigms, necessitating a compelling reevaluation of the design of multi-objective optimization (MOO) methods.

Multi-Task Learning

Robust Unsupervised Cross-Lingual Word Embedding using Domain Flow Interpolation

no code implementations7 Oct 2022 Liping Tang, Zhen Li, ZhiQuan Luo, Helen Meng

Further experiments on the downstream task of Cross-Lingual Natural Language Inference show that the proposed model achieves significant performance improvement for distant language pairs in downstream tasks compared to state-of-the-art adversarial and non-adversarial models.

Cross-Lingual Natural Language Inference

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