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Qiang Tong

3 accepted papers

2026

CGSVD: Cascaded Granular Singular Value Decomposition for Large Language Model Compression

ICML 2026poster

The exponential growth in the parameter scale of Large Language Models (LLMs) has precipitated an urgent demand for efficient compression techniques to facilitate practical deployment. To address this challenge, low-rank decomposition based on Singular Value Decomposition (SVD) offers a principled, …

Cited by 0SourceScholar
2025

Exploring the Impacts of Feature Fusion Strategy in Multi-modal Entity Alignment

COLING 2025main

Multi-modal entity alignment aims to identify equivalent entities between two different multi-modal knowledge graphs, which consist of structural triples and images associated with entities. Unfortunately, prior works fuse the multi-modal knowledge of all entities only via solely one single fusion s…

2025

Probing Relative Interaction and Dynamic Calibration in Multi-modal Entity Alignment

ACL 2025long

Multi-modal entity alignment aims to identify equivalent entities between two different multi-modal knowledge graphs. Current methods have made significant progress by improving embedding and cross-modal fusion. However, most of them depend on using loss functions to capture the relationship between…