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State-of-the-Art (SotA) hardware implementations of Deep Neural Networks (DNNs) incur high latencies and costs. Binary Neural Networks (BNNs) are potential alternative solutions to realize faster implementations without losing accuracy. In…

Hardware Architecture · Computer Science 2024-02-01 Taha Shahroodi , Raphael Cardoso , Stephan Wong , Alberto Bosio , Ian O'Connor , Said Hamdioui

Multihomed services can load-balance their incoming connection requests using DNS, resolving the name of the server with different addresses depending on the link load that corresponds to each address. Previous work has studied a number of…

Networking and Internet Architecture · Computer Science 2012-05-07 Partha Kanuparthy , Warren Matthews , Constantine Dovrolis

Deep neural networks (DNNs) have been demonstrated as effective prognostic models across various domains, e.g. natural language processing, computer vision, and genomics. However, modern-day DNNs demand high compute and memory storage for…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-03-27 Zachariah Carmichael , Hamed F. Langroudi , Char Khazanov , Jeffrey Lillie , John L. Gustafson , Dhireesha Kudithipudi

Consensus protocols are the foundation for building many fault-tolerant distributed systems and services. This paper posits that there are significant performance benefits to be gained by offering consensus as a network service (CAANS).…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-05-19 Huynh Tu Dang , Pietro Bressana , Han Wang , Ki Suh Lee , Hakim Weatherspoon , Marco Canini , Fernando Pedone , Robert Soulé

Domain Name System (DNS) domains became Internet-level identifiers for entities (like companies, organizations, or individuals) hosting services and sharing resources over the Internet. Domains can specify a set of security policies (such…

Cryptography and Security · Computer Science 2018-04-13 Gaurav Varshney , Pawel Szalachowski

This letter presents an energy- and memory-efficient pattern-matching engine for a network intrusion detection system (NIDS) in the Internet of Things. Tightly coupled architecture and circuit co-designs are proposed to fully exploit the…

Cryptography and Security · Computer Science 2021-07-09 Dai Li , Kaiyuan Yang

Service discovery is a crucial component in today's massively distributed applications. In this paper, we propose NDNSD -- a fully distributed and general-purpose service discovery protocol for Named Data Networking (NDN). By leveraging…

Networking and Internet Architecture · Computer Science 2023-01-13 Saurab Dulal , Lan Wang

Named Entity Recognition (NER) is a key component in industrial information extraction pipelines, where systems must satisfy strict latency and throughput constraints in addition to strong accuracy. State-of-the-art NER accuracy is often…

Computation and Language · Computer Science 2026-04-23 Andrea Maracani , Savas Ozkan , Junyi Zhu , Sinan Mutlu , Mete Ozay

This study addresses the challenge of creating datasets for cybercrime analysis while complying with the requirements of regulations such as the General Data Protection Regulation (GDPR) and Organic Law 10/1995 of the Penal Code. To this…

Machine Learning · Computer Science 2026-04-13 Carlos Jimeno Miguel , Raul Orduna , Francesco Zola

In this survey paper, we have evaluated several recent deep neural network (DNN) architectures on a TIMIT phone recognition task. We chose the TIMIT corpus due to its popularity and broad availability in the community. It also simulates a…

Computation and Language · Computer Science 2018-06-22 Josef Michalek , Jan Vanek

As the machine learning and systems communities strive to achieve higher energy-efficiency through custom deep neural network (DNN) accelerators, varied bit precision or quantization levels, there is a need for design space exploration…

Hardware Architecture · Computer Science 2022-05-27 Ahmet Inci , Siri Garudanagiri Virupaksha , Aman Jain , Venkata Vivek Thallam , Ruizhou Ding , Diana Marculescu

The current Domain Name System (DNS), as a core infrastructure of the internet, exhibits several shortcomings: its centralized architecture leads to censorship risks and single points of failure, making domain name resolution vulnerable to…

Networking and Internet Architecture · Computer Science 2024-12-25 Guang Yang

Edit distance with moves (EDM) is a string-to-string distance measure that includes substring moves in addition to ordinal editing operations to turn one string to the other. Although optimizing EDM is intractable, it has many applications…

Data Structures and Algorithms · Computer Science 2014-08-27 Yoshimasa Takabatake , Yasuo Tabei , Hiroshi Sakamoto

Deep neural networks (DNNs) are increasingly being adopted for sensing and control functions in a variety of safety and mission-critical systems such as self-driving cars, autonomous air vehicles, medical diagnostics, and industrial…

Software Engineering · Computer Science 2019-01-15 Taejoon Byun , Vaibhav Sharma , Abhishek Vijayakumar , Sanjai Rayadurgam , Darren Cofer

Non-Terrestrial Networks (NTN) are emerging as critical enablers of global connectivity, particularly in remote, unserved, underserved, or maritime regions lacking traditional infrastructure. While much of the existing work on NTN focuses…

Emerging Technologies · Computer Science 2025-12-24 Md Mahfuzur Rahman , Nishith Tripathi , Jeffrey H. Reed , Lingjia Liu

The demand for executing Deep Neural Networks (DNNs) with low latency and minimal power consumption at the edge has led to the development of advanced heterogeneous Systems-on-Chips (SoCs) that incorporate multiple specialized computing…

Machine Learning · Computer Science 2025-02-24 Matteo Risso , Alessio Burrello , Daniele Jahier Pagliari

Collaborative edge computing (CEC) is an emerging paradigm enabling sharing of the coupled data, computation, and networking resources among heterogeneous geo-distributed edge nodes. Recently, there has been a trend to orchestrate and…

Networking and Internet Architecture · Computer Science 2022-10-17 Mingjin Zhang , Jiannong Cao , Lei Yang , Liang Zhang , Yuvraj Sahni , Shan Jiang

Named Entity Disambiaguation (NED) is a central task for applications dealing with natural language text. Assume that we have a graph based knowledge base (subsequently referred as Knowledge Graph) where nodes represent various real world…

Computation and Language · Computer Science 2014-07-15 Sutanay Choudhury , Chase Dowling

In MPLS, packets are encapsulated with labels that add domain-specific forwarding information. Special purpose labels were introduced to trigger special behavior in MPLS nodes but their number is limited. Therefore, the IETF proposed the…

Networking and Internet Architecture · Computer Science 2026-03-31 Fabian Ihle , Michael Menth

Emerging device-based Computing-in-memory (CiM) has been proved to be a promising candidate for high-energy efficiency deep neural network (DNN) computations. However, most emerging devices suffer uncertainty issues, resulting in a…

Hardware Architecture · Computer Science 2021-07-15 Zheyu Yan , Da-Cheng Juan , Xiaobo Sharon Hu , Yiyu Shi
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