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Tianyu Zong

3 accepted papers

2026

Dynamic Deep Graph Learning for Incomplete Multi-View Clustering with Masked Graph Reconstruction Loss

AAAI 2026technical

The prevalence of real-world multi-view data makes incomplete multi-view clustering (IMVC) a crucial research. The rapid development of Graph Neural Networks (GNNs) has established them as one of the mainstream approaches for multi-view clustering. Despite significant progress in GNNs-based IMVC, so

Cited by 0SourcePDFScholar
2025

TNCSE: Tensor Norm Constraints for Unsupervised Contrastive Learning of Sentence Embeddings

AAAI 2025technical

Unsupervised sentence embedding representation has become a hot research topic in natural language processing. As a tensor, sentence embedding has two critical properties: direction and norm. Existing works have been limited to constraining only the orientation of the samples' representations while…

2023

An Ensemble Distillation Framework for Sentence Embeddings with Multilingual Round-Trip Translation

AAAI 2023technical

In this work, we propose a novel unsupervised contrastive learning framework to improve state-of-the-art sentence embeddings. First, we train a set of contrastive submodels which take multilingual round-trip translation(RTT) as data augmentation. The RTT naturally changes the length of the same sent…