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Modern Graphics Processing Units (GPUs) are now considered accelerators for general purpose computation. A tight interaction between the GPU and the interconnection network is the strategy to express the full potential on capability…

Like other automated system technologies, PROFINET, a real-time Industrial Ethernet Standard has shown increasing level of integration into the present IT Infrastructure. Such vast use of PROFINET can expose the controllers and I/O devices…

Networking and Internet Architecture · Computer Science 2019-09-11 Ahmad Khaliq , Sangeet Saha. Bina Bhatt , Dongbing Gu , Gareth Howells , Klaus McDonald-Maier

This paper aims to apply two major scaling transformations from the computing packaging industry to internet routers: the heterogeneous integration of high-bandwidth memories (HBMs) and chiplets, as well as in-package optics. We propose a…

Networking and Internet Architecture · Computer Science 2026-02-12 Isaac Keslassy , Ilay Yavlovich , Jose Yallouz , Tzu-Chien Hsueh , Yeshaiahu Fainman , Bill Lin

We introduce structured prediction energy networks (SPENs), a flexible framework for structured prediction. A deep architecture is used to define an energy function of candidate labels, and then predictions are produced by using…

Machine Learning · Computer Science 2016-09-08 David Belanger , Andrew McCallum

The automatic generation of Verilog code using Large Language Models (LLMs) has garnered significant interest in hardware design automation. However, existing benchmarks for evaluating LLMs in Verilog generation fall short in replicating…

Machine Learning · Computer Science 2025-07-23 Pengwei Jin , Di Huang , Chongxiao Li , Shuyao Cheng , Yang Zhao , Xinyao Zheng , Jiaguo Zhu , Shuyi Xing , Bohan Dou , Rui Zhang , Zidong Du , Qi Guo , Xing Hu

The use of embedded software is growing very rapidly. Accessing the internet is a necessary service which has large range of applications in many fields. The Internet is based on TCP/IP which is a very important stack. Although TCP/IP is…

Software Engineering · Computer Science 2011-04-29 M. Z. Rashed , Ahmed E. Hassan , Ahmed I. Sharaf

To improve the performance of reprogramming in wireless sensor network, we present a novel reprogramming structure and constructive interference-based dissemination protocol (CIDP) to transmit the patch through out the network fast and…

Networking and Internet Architecture · Computer Science 2016-04-25 Bing Hu

Most previous 3D IC research focused on stacking traditional 2D silicon layers, so the interconnect reduction is limited to inter-block delays. In this paper, we propose techniques that enable efficient exploration of the 3D design space…

Hardware Architecture · Computer Science 2025-08-20 Yongxiang Liu , Yuchun Ma , Eren Kurshan , Glenn Reinman , Jason Cong

Peer-to-peer (P2P) networks have mostly focused on task oriented networking, where networks are constructed for single applications, i.e. file-sharing, DNS caching, etc. In this work, we introduce IPOP, a system for creating virtual IP…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Arijit Ganguly , Abhishek Agrawal , P. Oscar Boykin , Renato Figueiredo

Advanced packaging offers a new design paradigm in the post-Moore era, where many small chiplets can be assembled into a large system. Based on heterogeneous integration, a chiplet-based accelerator can be highly specialized for a specific…

Hardware Architecture · Computer Science 2024-04-16 Xiaochen Hao , Zijian Ding , Jieming Yin , Yuan Wang , Yun Liang

Cyber-physical production systems (CPPS) integrate physical and computational resources due to increasingly available sensors and processing power. This enables the usage of data, to create additional benefit, such as condition monitoring…

Computers and Society · Computer Science 2019-06-04 Andreas Bunte , Andreas Fischbach , Jan Strohschein , Thomas Bartz-Beielstein , Heide Faeskorn-Woyke , Oliver Niggemann

In practical deep learning deployment, the scarcity of data and the imbalance of label distributions often lead to semantically uncovered regions within the real-world data distribution, hindering model training and causing…

Machine Learning · Computer Science 2025-12-12 Keito Inoshita , Xiaokang Zhou , Akira Kawai , Katsutoshi Yada

Today we can use technologies like switched Ethernet, TCP/IP, high-speed wide area networks, and high-performance low-cost computers very easily. However, protocols designed for those communication are inefficient or not energy efficient.…

Networking and Internet Architecture · Computer Science 2019-02-07 Nasr Al-Zaben , Md Mehedi Hassan Onik , Chul-Soo Kim , Jinhong Yang

One of the most demanding challenges for the designers of parallel computing architectures is to deliver an efficient network infrastructure providing low latency, high bandwidth communications while preserving scalability. Besides off-chip…

Diffusion models face a fundamental trade-off between generation quality and computational efficiency. Latent Diffusion Models (LDMs) offer an efficient solution but suffer from potential information loss and non-end-to-end training. In…

Computer Vision and Pattern Recognition · Computer Science 2026-03-27 Zhennan Chen , Junwei Zhu , Xu Chen , Jiangning Zhang , Xiaobin Hu , Hanzhen Zhao , Chengjie Wang , Jian Yang , Ying Tai

Generative AI, in particular large transformer models, are increasingly driving HPC system design in science and industry. We analyze performance characteristics of such transformer models and discuss their sensitivity to the transformer…

Adversarial patches, often used to provide physical stealth protection for critical assets and assess perception algorithm robustness, usually neglect the need for visual harmony with the background environment, making them easily…

Computer Vision and Pattern Recognition · Computer Science 2024-12-11 Chaoqun Li , Zhuodong Liu , Huanqian Yan , Hang Su

To enhance system performance of future heterogeneous wireless networks the co-design of PHY, MAC, and higher layer protocols is inevitable. In this work, we present WiSCoP - a novel embedded platform for experimentation, prototyping and…

Networking and Internet Architecture · Computer Science 2017-01-06 Tarik Kazaz , Xianjun Jiao , Merima Kulin , Ingrid Moerman

Machine learning interatomic potentials (MLIPs) can predict energy, force, and stress of materials and enable a wide range of downstream discovery tasks. A key design choice in MLIPs involves the trade-off between invariant and equivariant…

Recently, deep learning algorithms, especially fully convolutional network based methods, are becoming very popular in the field of remote sensing. However, these methods are implemented and evaluated through various datasets and deep…

Computer Vision and Pattern Recognition · Computer Science 2018-09-17 Guangming Wu , Zhiling Guo