Combining convolution neural network and bidirectional gated recurrent unit for sentence semantic classification

D Zhang, L Tian, M Hong, F Han, Y Ren, Y Chen - IEEE access, 2018 - ieeexplore.ieee.org
Many keywords in a sentence that represents the semantic propensity of the sentence.
These words can exist anywhere in the sentence, which poses a great challenge to …

A unified multi-task semantic communication system for multimodal data

G Zhang, Q Hu, Z Qin, Y Cai, G Yu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Task-oriented semantic communications have achieved significant performance gains.
However, the employed deep neural networks in semantic communications have to be …

Deep learning-based image semantic coding for semantic communications

D Huang, X Tao, F Gao, J Lu - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
This paper presents the Generative Adversarial Networks (GANs)-based image semantic
coding, the goal of which is semantic exchange rather than symbol transmission. State-of …

Resource allocation for text semantic communications

L Yan, Z Qin, R Zhang, Y Li… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
Semantic communications have shown its great potential to improve the transmission
reliability, especially in the low signal-to-noise regime. However, resource allocation for …

Learning semantics: An opportunity for effective 6G communications

M Sana, EC Strinati - 2022 IEEE 19th Annual Consumer …, 2022 - ieeexplore.ieee.org
Recently, semantic communications are envisioned as a key enabler of future 6G networks.
Back to Shannon's information theory, the goal of communication has long been to …

Task-oriented multi-user semantic communications

H Xie, Z Qin, X Tao, KB Letaief - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
While semantic communications have shown the potential in the case of single-modal single-
users, its applications to the multi-user scenario remain limited. In this paper, we investigate …

Semantics-empowered communications: A tutorial-cum-survey

Z Lu, R Li, K Lu, X Chen, E Hossain… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Along with the springing up of the semantics-empowered communication (SemCom)
research, it is now witnessing an unprecedentedly growing interest towards a wide range of …

Multilingual universal sentence encoder for semantic retrieval

Y Yang, D Cer, A Ahmad, M Guo, J Law… - arXiv preprint arXiv …, 2019 - arxiv.org
We introduce two pre-trained retrieval focused multilingual sentence encoding models,
respectively based on the Transformer and CNN model architectures. The models embed …

Robust semantic communications with masked VQ-VAE enabled codebook

Q Hu, G Zhang, Z Qin, Y Cai, G Yu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Although semantic communications have exhibited satisfactory performance on a large
number of tasks, the impact of semantic noise and the robustness of the systems have not …

A paradigm shift toward semantic communications

K Niu, J Dai, S Yao, S Wang, Z Si… - IEEE …, 2022 - ieeexplore.ieee.org
The last 70 years have witnessed the transition of communication from Shannon's
theoretical concept to current high-efficiency practical systems. Classical communication …