Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications

19 July 2022

Deniz Gunduz

Zhijin Qin

Iñaki Estella Aguerri

Papers citing "Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications"

50 / 118 papers shown

Title
A Joint Learning and Communications Framework for Federated Learning over Wireless Networks Mingzhe Chen Zhaohui Yang Walid Saad Changchuan Yin H. Vincent Poor Shuguang Cui FedML 64 1,190 0 17 Sep 2019
Video Compression With Rate-Distortion Autoencoders A. Habibian T. V. Rozendaal Jakub M. Tomczak Taco S. Cohen VGen 62 200 0 14 Aug 2019
Human Perceptual Evaluations for Image Compression Yash J. Patel Srikar Appalaraju R. Manmatha 30 17 0 09 Aug 2019
Deep Task-Based Quantization Nir Shlezinger Yonina C. Eldar MQ 41 61 0 01 Aug 2019
Federated Learning over Wireless Fading Channels M. Amiri Deniz Gunduz 100 510 0 23 Jul 2019
On The Classification-Distortion-Perception Tradeoff Dong Liu Haochen Zhang Zhiwei Xiong 34 40 0 18 Apr 2019
Successive Refinement of Images with Deep Joint Source-Channel Coding David Burth Kurka Deniz Gunduz 43 50 0 15 Mar 2019
BottleNet: A Deep Learning Architecture for Intelligent Mobile Cloud Computing Services Amir Erfan Eshratifar Amirhossein Esmaili Massoud Pedram 47 173 0 04 Feb 2019
Rethinking Lossy Compression: The Rate-Distortion-Perception Tradeoff Yochai Blau T. Michaeli 69 304 0 23 Jan 2019
Learning based Facial Image Compression with Semantic Fidelity Metric Zhibo Chen Tianyu He CVBM 30 33 0 25 Dec 2018
JALAD: Joint Accuracy- and Latency-Aware Deep Structure Decoupling for Edge-Cloud Execution Hongshan Li Chenghao Hu Jingyan Jiang Zhi Wang Yonggang Wen Wenwu Zhu 77 133 0 25 Dec 2018
Auto-tuning Neural Network Quantization Framework for Collaborative Inference Between the Cloud and Edge Guangli Li Lei Liu Xueying Wang Xiao-jun Dong Peng Zhao Xiaobing Feng MQ 59 64 0 16 Dec 2018
DVC: An End-to-end Deep Video Compression Framework Guo Lu Wanli Ouyang Dong Xu Xiaoyun Zhang Chunlei Cai Zhiyong Gao VGen 73 654 0 30 Nov 2018
Learned Video Compression Oren Rippel Sanjay Nair Carissa Lew Steve Branson Alexander G. Anderson Lubomir D. Bourdev 55 230 0 16 Nov 2018
TarMAC: Targeted Multi-Agent Communication Abhishek Das Théophile Gervet Joshua Romoff Dhruv Batra Devi Parikh Michael G. Rabbat Joelle Pineau 101 383 0 26 Oct 2018
Deep Generative Video Compression Jun Han Salvator Lombardo Christopher Schroers Stephan Mandt VGen 55 58 0 05 Oct 2018
Dual Attention Network for Scene Segmentation J. Fu Qingbin Liu Haijie Tian Yong Li Yongjun Bao Zhiwei Fang Hanqing Lu SSeg 302 5,095 0 09 Sep 2018
Joint Autoregressive and Hierarchical Priors for Learned Image Compression David C. Minnen Johannes Ballé G. Toderici 67 1,269 0 08 Sep 2018
Distributed Variational Representation Learning Iñaki Estella Aguerri Milad Sefidgaran 47 72 0 11 Jul 2018
DSSLIC: Deep Semantic Segmentation-based Layered Image Compression Mohammad Akbari Jie Liang Jingning Han 35 90 0 08 Jun 2018
Deep Generative Models for Distribution-Preserving Lossy Compression Michael Tschannen E. Agustsson Mario Lucic 30 131 0 28 May 2018
Sparse Binary Compression: Towards Distributed Deep Learning with minimal Communication Felix Sattler Simon Wiedemann K. Müller Wojciech Samek MQ 52 214 0 22 May 2018
Learning Attentional Communication for Multi-Agent Cooperation Jiechuan Jiang Zongqing Lu 60 485 0 20 May 2018
Video Compression through Image Interpolation Chao-Yuan Wu Nayan Singhal Philipp Krahenbuhl VGen 80 321 0 18 Apr 2018
Generative Adversarial Networks for Extreme Learned Image Compression E. Agustsson Michael Tschannen Fabian Mentzer Radu Timofte Luc Van Gool GAN 63 558 0 09 Apr 2018
Towards Image Understanding from Deep Compression without Decoding Robert Torfason Fabian Mentzer E. Agustsson Michael Tschannen Radu Timofte Luc Van Gool AI4CE 62 153 0 16 Mar 2018
The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks Jonathan Frankle Michael Carbin 210 3,457 0 09 Mar 2018
Compressing Neural Networks using the Variational Information Bottleneck Bin Dai Chen Zhu David Wipf MLT 49 181 0 28 Feb 2018
Deep Learning for Joint Source-Channel Coding of Text Nariman Farsad Milind Rao Andrea J. Goldsmith 51 348 0 19 Feb 2018
The Role of Information Complexity and Randomization in Representation Learning Matías Vera Pablo Piantanida L. Rey Vega 69 14 0 14 Feb 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 327 11,734 0 11 Jan 2018
Wavenet based low rate speech coding W. Kleijn Felicia S. C. Lim Alejandro Luebs Jan Skoglund Florian Stimberg Quan Wang Thomas C. Walters 40 142 0 01 Dec 2017
The Multi-layer Information Bottleneck Problem Qianqian Yang Pablo Piantanida Deniz Gündüz 21 11 0 14 Nov 2017
End-to-End Optimized Speech Coding with Deep Neural Networks Srihari Kankanahalli MQ 41 67 0 25 Oct 2017
ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices Xiangyu Zhang Xinyu Zhou Mengxiao Lin Jian Sun AI4TS 132 6,850 0 04 Jul 2017
Real-Time Adaptive Image Compression Oren Rippel Lubomir D. Bourdev 49 561 0 16 May 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.1K 20,813 0 17 Apr 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 344 27,129 0 20 Mar 2017
Towards the Limit of Network Quantization Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 43 192 0 05 Dec 2016
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 583 11,984 0 04 Dec 2016
Deep Variational Information Bottleneck Alexander A. Alemi Ian S. Fischer Joshua V. Dillon Kevin Patrick Murphy 98 1,714 0 01 Dec 2016
End-to-end Optimized Image Compression Johannes Ballé Valero Laparra Eero P. Simoncelli DRL 77 1,705 0 05 Nov 2016
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 289 5,360 0 03 Nov 2016
The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables Chris J. Maddison A. Mnih Yee Whye Teh BDL 163 2,529 0 02 Nov 2016
The Semantic Knowledge Graph: A compact, auto-generated model for real-time traversal and ranking of any relationship within a domain Trey Grainger Khalifeh AlJadda M. Korayem Andries Smith 37 19 0 02 Sep 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 188 3,693 0 31 Aug 2016
KSR: A Semantic Representation of Knowledge Graph within a Novel Unsupervised Paradigm Han Xiao Minlie Huang Xiaoyan Zhu 49 6 0 27 Aug 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 721 36,708 0 25 Aug 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 162 2,337 0 12 Aug 2016
f-GAN: Training Generative Neural Samplers using Variational Divergence Minimization Sebastian Nowozin Botond Cseke Ryota Tomioka GAN 131 1,654 0 02 Jun 2016