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Presently, topology optimization requires multiple iterations to create an optimized structure for given conditions. Among the conditions for topology optimization,the design area is one of the most important for structural design. In this…

Computational Engineering, Finance, and Science · Computer Science 2020-04-21 Keigo Nakamura , Yoshiro Suzuki

Compiler writers typically focus primarily on the performance of the generated program binaries when selecting the passes and the order in which they are applied in the standard optimization levels, such as GCC -O3. In some domains, such as…

Performance · Computer Science 2018-07-03 Ricardo Nobre , Luís Reis , João M. P. Cardoso

The encoding of solutions in black-box optimization is a delicate, handcrafted balance between expressiveness and domain knowledge -- between exploring a wide variety of solutions, and ensuring that those solutions are useful. Our main…

Neural and Evolutionary Computing · Computer Science 2020-07-07 Adam Gaier , Alexander Asteroth , Jean-Baptiste Mouret

The computational workload involved in Convolutional Neural Networks (CNNs) is typically out of reach for low-power embedded devices. There are a large number of approximation techniques to address this problem. These methods have…

Machine Learning · Computer Science 2021-02-03 Etienne Dupuis , David Novo , Ian O'Connor , Alberto Bosio

With the increasing number of images and videos consumed by computer vision algorithms, compression methods are evolving to consider both perceptual quality and performance in downstream tasks. Traditional codecs can tackle this problem by…

Image and Video Processing · Electrical Eng. & Systems 2024-08-14 Samuel Fernández Menduiña , Eduardo Pavez , Antonio Ortega

Repeated off-chip memory accesses to DRAM drive up operating power for data-intensive applications, and SRAM technology scaling and leakage power limits the efficiency of embedded memories. Future on-chip storage will need higher density…

Emerging Technologies · Computer Science 2022-01-13 Lillian Pentecost , Alexander Hankin , Marco Donato , Mark Hempstead , Gu-Yeon Wei , David Brooks

An analytical framework for performance analysis and optimization of coded V-BLAST is developed. Average power and/or rate allocations to minimize the outage probability as well as their robustness and dual problems are investigated.…

Information Theory · Computer Science 2016-11-17 Victoria Kostina , Sergey Loyka

As the need for efficient digital circuits is ever growing in the industry, the design of such systems remains daunting, requiring both expertise and time. In an attempt to close the gap between software development and hardware design,…

Hardware Architecture · Computer Science 2023-02-27 Bruno Ferres , Olivier Muller , Frédéric Rousseau

Quantum optimization as a field has largely been restricted by the constraints of current quantum computing hardware, as limitations on size, performance, and fidelity mean most non-trivial problem instances won't fit on quantum devices.…

Quantum Physics · Physics 2024-05-03 Ibrahim Cameron , Teague Tomesh , Zain Saleem , Ilya Safro

Coded distributed computing can alleviate the communication load by leveraging the redundant storage and computation resources with coding techniques in distributed computing. In this paper, we study a MapReduce-type distributed computing…

Information Theory · Computer Science 2023-01-11 Qifa Yan , Xiaohu Tang , Meixia Tao , Qin Huang

Large language models (LLMs) face low hardware efficiency during decoding, especially for long-context reasoning tasks. This paper introduces Step-3, a 321B-parameter VLM with hardware-aware model-system co-design optimized for minimizing…

Machine Learning · Computer Science 2025-07-28 StepFun , : , Bin Wang , Bojun Wang , Changyi Wan , Guanzhe Huang , Hanpeng Hu , Haonan Jia , Hao Nie , Mingliang Li , Nuo Chen , Siyu Chen , Song Yuan , Wuxun Xie , Xiaoniu Song , Xing Chen , Xingping Yang , Xuelin Zhang , Yanbo Yu , Yaoyu Wang , Yibo Zhu , Yimin Jiang , Yu Zhou , Yuanwei Lu , Houyi Li , Jingcheng Hu , Ka Man Lo , Ailin Huang , Binxing Jiao , Bo Li , Boyu Chen , Changxin Miao , Chang Lou , Chen Hu , Chen Xu , Chenfeng Yu , Chengyuan Yao , Daokuan Lv , Dapeng Shi , Deshan Sun , Ding Huang , Dingyuan Hu , Dongqing Pang , Enle Liu , Fajie Zhang , Fanqi Wan , Gulin Yan , Han Zhang , Han Zhou , Hanghao Wu , Hangyu Guo , Hanqi Chen , Hanshan Zhang , Hao Wu , Haocheng Zhang , Haolong Yan , Haoran Lv , Haoran Wei , Hebin Zhou , Heng Wang , Heng Wang , Hongxin Li , Hongyu Zhou , Hongyuan Wang , Huiyong Guo , Jia Wang , Jiahao Gong , Jialing Xie , Jian Zhou , Jianjian Sun , Jiaoren Wu , Jiaran Zhang , Jiayu Liu , Jie Cheng , Jie Luo , Jie Yan , Jie Yang , Jieyi Hou , Jinguang Zhang , Jinlan Cao , Jisheng Yin , Junfeng Liu , Junhao Huang , Junzhe Lin , Kaijun Tan , Kaixiang Li , Kang An , Kangheng Lin , Kenkun Liu , Lei Yang , Liang Zhao , Liangyu Chen , Lieyu Shi , Liguo Tan , Lin Lin , Lin Zhang , Lina Chen , Liwen Huang , Liying Shi , Longlong Gu , Mei Chen , Mengqiang Ren , Ming Li , Mingzhe Chen , Na Wang , Nan Wu , Qi Han , Qian Zhao , Qiang Zhang , Qianni Liu , Qiaohui Chen , Qiling Wu , Qinglin He , Qinyuan Tan , Qiufeng Wang , Qiuping Wu , Qiuyan Liang , Quan Sun , Rui Li , Ruihang Miao , Ruosi Wan , Ruyan Guo , Shangwu Zhong , Shaoliang Pang , Shengjie Fan , Shijie Shang , Shilei Jiang , Shiliang Yang , Shiming Hao , Shuli Gao , Siming Huang , Siqi Liu , Tiancheng Cao , Tianhao Cheng , Tianhao Peng , Wang You , Wei Ji , Wen Sun , Wenjin Deng , Wenqing He , Wenzhen Zheng , Xi Chen , Xiangwen Kong , Xianzhen Luo , Xiaobo Yang , Xiaojia Liu , Xiaoxiao Ren , Xin Han , Xin Li , Xin Wu , Xu Zhao , Yanan Wei , Yang Li , Yangguang Li , Yangshijie Xu , Yanming Xu , Yaqiang Shi , Yeqing Shen , Yi Yang , Yifei Yang , Yifeng Gong , Yihan Chen , Yijing Yang , Yinmin Zhang , Yizhuang Zhou , Yuanhao Ding , Yuantao Fan , Yuanzhen Yang , Yuchu Luo , Yue Peng , Yufan Lu , Yuhang Deng , Yuhe Yin , Yujie Liu , Yukun Chen , Yuling Zhao , Yun Mou , Yunlong Li , Yunzhou Ju , Yusheng Li , Yuxiang Yang , Yuxiang Zhang , Yuyang Chen , Zejia Weng , Zhe Xie , Zheng Ge , Zheng Gong , Zhenyi Lu , Zhewei Huang , Zhichao Chang , Zhiguo Huang , Zhirui Wang , Zidong Yang , Zili Wang , Ziqi Wang , Zixin Zhang , Binxing Jiao , Daxin Jiang , Heung-Yeung Shum , Xiangyu Zhang

Depth data has a widespread use since the popularity of high-resolution 3D sensors. In multi-view sequences, depth information is used to supplement the color data of each view. This article proposes a joint encoding of multiple depth maps…

Computer Vision and Pattern Recognition · Computer Science 2019-11-04 Marc Maceira , David Varas , Josep-Ramon Morros , JavierRuiz-Hidalgo , Ferran Marques

A cross-layer design along with an optimal resource allocation framework is formulated for wireless fading networks, where the nodes are allowed to perform network coding. The aim is to jointly optimize end-to-end transport layer rates,…

Networking and Internet Architecture · Computer Science 2011-05-06 Ketan Rajawat , Nikolaos Gatsis , Georgios B. Giannakis

This paper presents a methodology to efficiently explore the design space of communication adapters. In most digital signal processing (DSP) applications, the overall performance of the system is significantly affected by communication…

Hardware Architecture · Computer Science 2007-07-13 Cyrille Chavet , Philippe Coussy , Pascal Urard , Eric Martin

With the popularity of deep learning, the hardware implementation platform of deep learning has received increasing interest. Unlike the general purpose devices, e.g., CPU, or GPU, where the deep learning algorithms are executed at the…

Machine Learning · Computer Science 2022-11-22 Lang Feng , Wenjian Liu , Chuliang Guo , Ke Tang , Cheng Zhuo , Zhongfeng Wang

Construction-based neural routing solvers, typically composed of an encoder and a decoder, have emerged as a promising approach for solving vehicle routing problems. While recent studies suggest that shifting parameters from the encoder to…

Machine Learning · Computer Science 2026-03-03 Qing Luo , Fu Luo , Ke Li , Zhenkun Wang

We study first-order optimization algorithms under the constraint that the descent direction is quantized using a pre-specified budget of $R$-bits per dimension, where $R \in (0 ,\infty)$. We propose computationally efficient optimization…

Machine Learning · Computer Science 2022-08-17 Rajarshi Saha , Mert Pilanci , Andrea J. Goldsmith

When programming resource-scarce embedded smart devices, the designer often requires both the low-level system programming features of a language such as C and higher level capability typical of a language like Java. The choice of a…

Programming Languages · Computer Science 2019-10-09 Vincenzo De Florio , Chris Blondia

Edge caching and computing have been regarded as an efficient approach to tackle the wireless spectrum crunch problem. In this paper, we design a general coded caching with device computing strategy for content computation, e.g., virtual…

Information Theory · Computer Science 2020-02-17 Yingjiao Li , Zhiyong Chen , Meixia Tao

This paper proposes a new approach to construct high quality space-filling sample designs. First, we propose a novel technique to quantify the space-filling property and optimally trade-off uniformity and randomness in sample designs in…

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