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Recent efforts in fake news detection have witnessed a surge of interest in using graph neural networks (GNNs) to exploit rich social context. Existing studies generally leverage fixed graph structures, assuming that the graphs accurately…

Social and Information Networks · Computer Science 2023-07-04 Jiaying Wu , Bryan Hooi

We present DECORAIT; a decentralized registry through which content creators may assert their right to opt in or out of AI training as well as receive reward for their contributions. Generative AI (GenAI) enables images to be synthesized…

Cryptography and Security · Computer Science 2023-09-27 Kar Balan , Alex Black , Simon Jenni , Andrew Gilbert , Andy Parsons , John Collomosse

Content Delivery Networks carry the majority of Internet traffic, and the increasing demand for video content as a major IP traffic across the Internet highlights the importance of caching and prefetching optimization algorithms.…

Networking and Internet Architecture · Computer Science 2023-10-13 Nawras Alkassab , Chin-Tser Huang , Tania Lorido Botran

Deep neural networks (DNNs) have been ubiquitously applied in many applications, and accelerators are emerged as an enabler to support the fast and efficient inference tasks of these applications. However, to achieve high model coverage…

Machine Learning · Computer Science 2021-05-10 Zhi Chen , Cody Hao Yu , Trevor Morris , Jorn Tuyls , Yi-Hsiang Lai , Jared Roesch , Elliott Delaye , Vin Sharma , Yida Wang

Software-defined networking (SDN) has become a fundamental technology for data centers and 5G networks. In an SDN network, routing and traffic management decisions are made by a centralized controller and communicated to switches via a…

Networking and Internet Architecture · Computer Science 2020-10-23 Michael Sjoholmsierchio , Britta Hale , Daniel Lukaszewski , Geoffrey G. Xie

Deep convolutional neural networks (CNNs) are the backbone of state-of-art semantic image segmentation systems. Recent work has shown that complementing CNNs with fully-connected conditional random fields (CRFs) can significantly enhance…

Computer Vision and Pattern Recognition · Computer Science 2016-06-03 Liang-Chieh Chen , Jonathan T. Barron , George Papandreou , Kevin Murphy , Alan L. Yuille

Deep Neural Networks (DNN) have found numerous applications in various domains, including fraud detection, medical diagnosis, facial recognition, and autonomous driving. However, DNN-based systems often suffer from reliability issues due to…

Software Engineering · Computer Science 2025-01-23 Sigma Jahan , Mehil B Shah , Parvez Mahbub , Mohammad Masudur Rahman

We argue that diffusion models' success in modeling complex distributions is, for the most part, coming from their input conditioning. This paper investigates the representation used to condition diffusion models from the perspective that…

Computer Vision and Pattern Recognition · Computer Science 2026-01-07 Samuel Lavoie , Michael Noukhovitch , Aaron Courville

Depth completion, which aims to generate high-quality dense depth maps from sparse depth maps, has attracted increasing attention in recent years. Previous work usually employs RGB images as guidance, and introduces iterative spatial…

Computer Vision and Pattern Recognition · Computer Science 2023-08-04 Xinglong Sun , Jean Ponce , Yu-Xiong Wang

We address the challenging problem of efficient trust establishment in constrained networks, i.e., networks that are composed of a large and dynamic set of (possibly heterogeneous) devices with limited bandwidth, connectivity, storage, and…

Cryptography and Security · Computer Science 2022-05-05 David Koisser , Patrick Jauernig , Gene Tsudik , Ahmad-Reza Sadeghi

Traditional communication networks consist of large sets of vendor-specific manually configurable devices which are hardwired with specific control logic or algorithms. The resulting networks comprise distributed control plane architectures…

Networking and Internet Architecture · Computer Science 2020-07-13 Ijaz Ahmad

Next generation mobile networks are poised to transition from monolithic structures owned and operated by single mobile network operators into multi-stakeholder networks where various parties contribute with infrastructure, resources, and…

Networking and Internet Architecture · Computer Science 2025-03-04 Sandro Rodriguez Garzon , Hai Dinh Tuan , Maria Mora Martinez , Axel Küpper , Hans Joachim Einsiedler , Daniela Schneider

This paper deals with congestion control in a software defined network (SDN) setting. Presently, explicit router schemes, such as Explicit Congestion Notification (ECN), work in conjunction with the TCP protocol to handle congestion in a…

Networking and Internet Architecture · Computer Science 2023-10-27 Mohana Prasad Sathya Moorthy , Manoj Kumar Sure , Krishna M. Sivalingam

Convolutional neural networks (CNNs) have constantly achieved better performance over years by introducing more complex topology, and enlarging the capacity towards deeper and wider CNNs. This makes the manual design of CNNs extremely…

Computer Vision and Pattern Recognition · Computer Science 2022-12-09 Bin Wang , Bing Xue , Mengjie Zhang

Decentralized Finance (DeFi) is a prominent application of smart contracts, representing a novel financial paradigm in contrast to centralized finance. While DeFi applications are rapidly emerging on mainstream blockchain platforms, their…

Software Engineering · Computer Science 2024-01-12 Wei Ma , Chenguang Zhu , Ye Liu , Xiaofei Xie , Yi Li

Recent advances have led to the availability of many pre-trained language models (PLMs); however, a question that remains is how much data is truly needed to fine-tune PLMs for downstream tasks? In this work, we introduce DEFT-UCS, a…

Computation and Language · Computer Science 2024-06-14 Devleena Das , Vivek Khetan

The growth of video streaming has stretched the Internet to its limitation. In other words, the Internet was originally devised to connect a limited number of computers so that they can share network resources, so the Internet cannot handle…

Networking and Internet Architecture · Computer Science 2021-06-18 Hoang-Loc La , Anh-Tu Ngoc Tran , Quang-Trai Le , Masato Yoshimi , Takuma Nakajima , Nam Thoai

The GDPR requires websites to facilitate the right to revoke consent from Web users. While numerous studies measured compliance of consent with the various consent requirements, no prior work has studied consent revocation on the Web.…

Cryptography and Security · Computer Science 2025-05-26 Gayatri Priyadarsini Kancherla , Nataliia Bielova , Cristiana Santos , Abhishek Bichhawat

While SDNs enable more flexible and adaptive network operations, (logically) centralized reconfigurations introduce overheads and delays, which can limit network reactivity. This paper initiates the study of a more distributed approach, in…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-28 Klaus-Tycho Foerster , Stefan Schmid

Cloud users (clients) with limited storage capacity at their end can outsource bulk data to the cloud storage server. A client can later access her data by downloading the required data files. However, a large fraction of the data files the…

Cryptography and Security · Computer Science 2018-09-26 Binanda Sengupta , Sushmita Ruj
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