Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach

8 February 2021

Jiawei Shao

Papers citing "Learning Task-Oriented Communication for Edge Inference: An Information Bottleneck Approach"

22 / 22 papers shown

Title
Modeling and Performance Analysis for Semantic Communications Based on Empirical Results Shuai Ma Bin Shen Chuanhui Zhang Youlong Wu Hang Li Shiyin Li Guangming Shi Naofal Al-Dhahir 35 0 0 29 Apr 2025
Transferable Deployment of Semantic Edge Inference Systems via Unsupervised Domain Adaption Weiqiang Jiao Suzhi Bi X. Li Cheng Guo Hao Chen Zhi Quan 41 0 0 16 Apr 2025
Over-the-Air Multi-Sensor Inference with Neural Networks Using Memristor-Based Analog Computing Busra Tegin Muhammad Atif Ali T. Duman 63 0 0 20 Jan 2025
Integrating Semantic Communication and Human Decision-Making into an End-to-End Sensing-Decision Framework Edgar Beck Hsuan-Yu Lin Patrick Rückert Yongping Bao Bettina von Helversen Sebastian Fehrler Kirsten Tracht Armin Dekorsy 66 0 0 06 Dec 2024
Contrastive Learning and Adversarial Disentanglement for Task-Oriented Semantic Communications Omar Erak Omar Alhussein Wen Tong 74 0 0 30 Oct 2024
Private Collaborative Edge Inference via Over-the-Air Computation Selim F. Yilmaz Burak Hasircioglu Li Qiao Deniz Gunduz FedML 52 1 0 30 Jul 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 42 43 0 09 Jul 2024
Attention-aware Semantic Communications for Collaborative Inference Jiwoong Im Nayoung Kwon Taewoo Park Jiheon Woo Jaeho Lee Yongjune Kim 46 2 0 23 Feb 2024
Semantic and Effective Communication for Remote Control Tasks with Dynamic Feature Compression Pietro Talli Francesco Pase Federico Chiariotti Andrea Zanella Michele Zorzi 24 6 0 14 Jan 2023
Is Semantic Communications Secure? A Tale of Multi-Domain Adversarial Attacks Y. Sagduyu T. Erpek S. Ulukus Aylin Yener AAML 34 14 0 20 Dec 2022
Task-Oriented Over-the-Air Computation for Multi-Device Edge AI Dingzhu Wen Xiang Jiao Peixi Liu Guangxu Zhu Yuanming Shi Kaibin Huang 40 38 0 02 Nov 2022
Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications Deniz Gunduz Zhijin Qin Iñaki Estella Aguerri Harpreet S. Dhillon Zhaohui Yang Aylin Yener Kai‐Kit Wong C. Chae 24 432 0 19 Jul 2022
Edge Learning for B5G Networks with Distributed Signal Processing: Semantic Communication, Edge Computing, and Wireless Sensing Wei Xu Zhaohui Yang Derrick Wing Kwan Ng Marco Levorato Yonina C. Eldar Mérouane Debbah 28 398 0 01 Jun 2022
Deep Learning Enabled Semantic Communications with Speech Recognition and Synthesis Zhenzi Weng Zhijin Qin Xiaoming Tao Chengkang Pan Guangyi Liu Geoffrey Ye Li 33 131 0 09 May 2022
Semantic Information Recovery in Wireless Networks Edgar Beck C. Bockelmann Armin Dekorsy 18 22 0 28 Apr 2022
Graph Neural Networks for Wireless Communications: From Theory to Practice Yifei Shen Jun Zhang Shenghui Song Khaled B. Letaief GNN AI4CE 25 110 0 21 Mar 2022
Over-the-Air Ensemble Inference with Model Privacy Selim F. Yilmaz Burak Hasircioglu Deniz Gunduz FedML 19 23 0 07 Feb 2022
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 34 416 0 24 Nov 2021
Learn to Communicate with Neural Calibration: Scalability and Generalization Yifan Ma Yifei Shen Xianghao Yu Jun Zhang S. H. Song Khaled B. Letaief 34 12 0 01 Oct 2021
Task-Oriented Communication for Multi-Device Cooperative Edge Inference Jiawei Shao Yuyi Mao Jun Zhang 20 128 0 01 Sep 2021
Wireless Image Retrieval at the Edge Mikolaj Jankowski Deniz Gunduz K. Mikolajczyk 72 203 0 21 Jul 2020
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,171 0 02 Feb 2017