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Basic elements of integral calculus over algebras of iterated differential forms, are presented. In particular, defining complexes for modules of integral forms are described and the corresponding berezinians and complexes of integral forms…

Differential Geometry · Mathematics 2010-05-05 A. M. Vinogradov , L. Vitagliano

We propose a novel class of Sequential Monte Carlo (SMC) algorithms, appropriate for inference in probabilistic graphical models. This class of algorithms adopts a divide-and-conquer approach based upon an auxiliary tree-structured…

The so-called motorcycle graph has been employed in recent years for various purposes in the context of structured and aligned block decomposition of 2D shapes and 2-manifold surfaces. Applications are in the fields of surface…

Graphics · Computer Science 2021-12-14 Hendrik Brückler , Ojaswi Gupta , Manish Mandad , Marcel Campen

Surface crack segmentation poses a challenging computer vision task as background, shape, colour and size of cracks vary. In this work we propose optimized deep encoder-decoder methods consisting of a combination of techniques which yield…

Computer Vision and Pattern Recognition · Computer Science 2021-08-27 Jacob König , Mark Jenkins , Mike Mannion , Peter Barrie , Gordon Morison

Task decomposition is a fundamental mechanism in program synthesis, enabling complex problems to be broken down into manageable subtasks. ExeDec, a state-of-the-art program synthesis framework, employs this approach by combining a Subgoal…

Software Engineering · Computer Science 2025-03-21 Janis Zenkner , Tobias Sesterhenn , Christian Bartelt

Steepest descent methods combining complex contour deformation with numerical quadrature provide an efficient and accurate approach for the evaluation of highly oscillatory integrals. However, unless the phase function governing the…

Numerical Analysis · Mathematics 2023-12-07 A. Gibbs , D. P. Hewett , D. Huybrechs

Semantic segmentation of point clouds, aiming to assign each point a semantic category, is critical to 3D scene understanding.Despite of significant advances in recent years, most of existing methods still suffer from either the…

Computer Vision and Pattern Recognition · Computer Science 2023-06-02 Chen Chen , Yisen Wang , Honghua Chen , Xuefeng Yan , Dayong Ren , Yanwen Guo , Haoran Xie , Fu Lee Wang , Mingqiang Wei

A truly generalizable approach to rigid segmentation and motion estimation is fundamental to 3D understanding of articulated objects and moving scenes. In view of the closely intertwined relationship between segmentation and motion…

Computer Vision and Pattern Recognition · Computer Science 2023-11-01 Jia-Xing Zhong , Ta-Ying Cheng , Yuhang He , Kai Lu , Kaichen Zhou , Andrew Markham , Niki Trigoni

The simulation of three dimensional magnetostatic problems plays an important role, for example when simulating synchronous electric machines. Building on prior work that developed a domain decomposition algorithm using isogeometric…

Computational Engineering, Finance, and Science · Computer Science 2025-01-09 Mario Mally , Melina Merkel

Minimum-entropy coupling (MEC) -- the process of finding a joint distribution with minimum entropy for given marginals -- has applications in areas such as causality and steganography. However, existing algorithms are either computationally…

Information Theory · Computer Science 2024-05-31 Samuel Sokota , Dylan Sam , Christian Schroeder de Witt , Spencer Compton , Jakob Foerster , J. Zico Kolter

Accurate and efficient wave-optics simulation of partially coherent light transport systems is critical for the design of advanced optical systems, ranging from computational lithography to diffraction-limited storage rings (DLSR). However,…

Optics · Physics 2026-01-23 Han Xu , Ming Li , Shuo Wang , Zhe Ren , Peng Liu , Yi Zhang , Yuhui Dong , Liang Zhou

This article is the third and last of a series presenting an alternative method to compute the one-loop scalar integrals. It extends the results of first two articles to the infrared divergent case. This novel method enjoys a couple of…

High Energy Physics - Phenomenology · Physics 2020-02-26 J. Ph. Guillet , E. Pilon , Y. Shimizu , M. S. Zidi

Algorithms for numerical computation of symmetric elliptic integrals of all three kinds are improved in several ways and extended to complex values of the variables (with some restrictions in the case of the integral of the third kind).…

Classical Analysis and ODEs · Mathematics 2015-06-26 Bille C. Carlson

This technical note reviews sate-of-the-art algorithms for linear approximation of high-dimensional dynamical systems using low-rank dynamic mode decomposition (DMD). While repeating several parts of our article "low-rank dynamic mode…

Machine Learning · Statistics 2021-08-23 Patrick Heas , Cedric Herzet

A parallel direct solution approach based on domain decomposition method (DDM) and directed acyclic graph (DAG) scheduling is outlined. Computations are represented as a sequence of small tasks that operate on domains of DDM or dense matrix…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-13 Javad Moshfegh , Dimitrios G. Makris , Marinos N. Vouvakis

In recent years, implicit functions have drawn attention in the field of 3D reconstruction and have successfully been applied with Deep Learning. However, for incremental reconstruction, implicit function-based registrations have been…

Robotics · Computer Science 2022-06-01 Yijun Yuan , Andreas Nuechter

Through the use of wavelet based Besov norms, we compute nontrivial multiscale nonlinear features of a given data set so as to enhance the standard Dynamic-Mode Decomposition algorithm. Thus we are able to build sophisticated observables…

Dynamical Systems · Mathematics 2026-01-14 Christopher W. Curtis

For the calculation of multi-loop Feynman integrals, a novel numerical method, the Direct Computation Method (DCM) is developed. It is a combination of a numerical integration and a series extrapolation. In principle, DCM can handle…

High Energy Physics - Phenomenology · Physics 2012-01-31 K. Kato , E. de Doncker , N. Hamaguchi , T. Ishikawa , T. Koike , Y. Kurihara , Y. Shimizu , F. Yuasa

This work presents a novel framework for few-shot 3D part segmentation. Recent advances have demonstrated the significant potential of 2D foundation models for low-shot 3D part segmentation. However, it is still an open problem that how to…

Computer Vision and Pattern Recognition · Computer Science 2025-12-19 Yueyang Hu , Haiyong Jiang , Haoxuan Song , Jun Xiao , Hao Pan

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
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