2 citations · 4 across the 3 of their papers we have counts for
3 papers
cs.LG2025
Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation
Kuiyuan Ding, Caili Guo, Yang Yang +2
Large-scale models (LSMs) can be an effective framework for semantic representation and understanding, thereby providing a suitable tool for designing semantic communication (SC) s…
cs.CV2023★ 2 cited
Selectively Hard Negative Mining for Alleviating Gradient Vanishing in Image-Text Matching
Zheng Li, Caili Guo, Xin Wang +2
Recently, a series of Image-Text Matching (ITM) methods achieve impressive performance. However, we observe that most existing ITM models suffer from gradients vanishing at the beg…
cs.CV2022★ 2 cited
Unified Loss of Pair Similarity Optimization for Vision-Language Retrieval
Zheng Li, Caili Guo, Xin Wang +3
There are two popular loss functions used for vision-language retrieval, i.e., triplet loss and contrastive learning loss, both of them essentially minimize the difference between…