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We tackle the problem of joint perception and motion forecasting in the context of self-driving vehicles. Towards this goal we propose PnPNet, an end-to-end model that takes as input sequential sensor data, and outputs at each time step…

计算机视觉与模式识别 · 计算机科学 2020-06-30 Ming Liang , Bin Yang , Wenyuan Zeng , Yun Chen , Rui Hu , Sergio Casas , Raquel Urtasun

In this paper, we describe TRIPs-Py, a new Python package of linear discrete inverse problems solvers and test problems. The goal of the package is two-fold: 1) to provide tools for solving small and large-scale inverse problems, and 2) to…

数值分析 · 数学 2024-02-28 Mirjeta Pasha , Silvia Gazzola , Connor Sanderford , Ugochukwu O. Ugwu

An approximate homotopy symmetry method for nonlinear problems is proposed and applied to the six-order boussinesq equation. We summarize the general formulas for similarity reduction solutions and similarity reduction equations of…

斑图形成与孤子 · 物理学 2015-05-13 Xiaoyu Jiao , Yuan Gao , S. Y. Lou

Trajectory data represent a trace of an object that changes its position in space over time. This kind of data is complex to handle and analyze, since it is generally produced in huge quantities, often prone to errors generated by the…

分布式、并行与集群计算 · 计算机科学 2021-08-31 Salman Haidri , Yaksh J. Haranwala , Vania Bogorny , Chiara Renso , Vinicius Prado da Fonseca , Amilcar Soares

Numerical relativity has traditionally been pursued via finite differencing. Here we explore pseudospectral collocation (PSC) as an alternative to finite differencing, focusing particularly on the solution of the Hamiltonian constraint (an…

广义相对论与量子宇宙学 · 物理学 2009-10-31 Lawrence E. Kidder , Lee Samuel Finn

The LC method described in this work seeks to approximate the roots of polynomial equations in one variable. This book allows you to explore the LC method, which uses geometric structures of Lines L and Circumferences C in the plane of…

数值分析 · 数学 2024-02-27 Daniel Alba-Cuellar

This study presents a novel algorithm for identifying the set of extreme points that constitute the exact convex hull of a point set in high-dimensional Euclidean space. The proposed method iteratively solves a sequence of dynamically…

计算几何 · 计算机科学 2025-11-11 Qianwei Zhuang

We present PlanetPack, a new software tool that we developed to facilitate and standardize the advanced analysis of radial velocity (RV) data for the goal of exoplanets detection, characterization, and basic dynamical $N$-body simulations.…

天体物理仪器与方法 · 物理学 2013-08-06 Roman V. Baluev

We study the computational complexity of determining the Hausdorff distance of two polytopes given in halfspace- or vertex-presentation in arbitrary dimension. Subsequently, a matching problem is investigated where a convex body is allowed…

计算几何 · 计算机科学 2014-01-08 Stefan König

Given an undirected graph, $G$, and vertices, $s$ and $t$ in $G$, the tracking paths problem is that of finding the smallest subset of vertices in $G$ whose intersection with any $s$-$t$ path results in a unique sequence. This problem is…

数据结构与算法 · 计算机科学 2021-04-27 Michael T. Goodrich , Siddharth Gupta , Hadi Khodabandeh , Pedro Matias

We propose a method of estimating the uncertainty of a result obtained through extrapolation to the complete basis set limit. The method is based on an ensemble of random walks which simulate all possible extrapolation outcomes that could…

数据分析、统计与概率 · 物理学 2025-08-26 Jakub Lang , Michał Przybytek , Michał Lesiuk

Information networks are becoming increasingly popular to capture complex relationships across various disciplines, such as social networks, citation networks, and biological networks. The primary challenge in this domain is measuring…

代数拓扑 · 数学 2019-07-23 Mehmet Emin Aktas , Esra Akbas , Ahmed El Fatmaoui

This paper presents an efficient parallel direct algorithm with near-optimal complexity for the compact fourth and sixth-order approximation of the three-dimensional Helmholtz equations [1] with the problem coefficient depending on only one…

数值分析 · 数学 2020-03-13 Ronald Gonzales , Yury Gryazin , Yun Teck Lee

This paper proposes methods for reachability analysis of nonlinear systems in both open loop and closed loop with advanced controllers. The methods combine hybrid zonotopes, a construct called a state-update set, functional decomposition,…

系统与控制 · 电气工程与系统科学 2024-02-26 Jacob A. Siefert , Trevor J. Bird , Andrew F. Thompson , Jonah J. Glunt , Justin P. Koeln , Neera Jain , Herschel C. Pangborn

Hybrid zonotopes generalize constrained zonotopes by introducing additional binary variables and possess some unique properties that make them convenient to represent nonconvex sets. This paper presents novel hybrid zonotope-based methods…

最优化与控制 · 数学 2023-07-06 Yuhao Zhang , Xiangru Xu

The goal of hyperparameter tuning (or hyperparameter optimization) is to optimize the hyperparameters to improve the performance of the machine or deep learning model. spotPython (``Sequential Parameter Optimization Toolbox in Python'') is…

机器学习 · 计算机科学 2023-06-08 Thomas Bartz-Beielstein

Tracking is one of the most important but still difficult tasks in computer vision and pattern recognition. The main difficulties in the tracking field are appearance variation and occlusion. Most traditional tracking methods set the…

计算机视觉与模式识别 · 计算机科学 2016-12-28 Jinho Lee , Brian Kenji Iwana , Shouta Ide , Seiichi Uchida

The last improvements in programming languages, programming models, and frameworks have focused on abstracting the users from many programming issues. Among others, recent programming frameworks include simpler syntax, automatic memory…

编程语言 · 计算机科学 2018-10-29 Cristian Ramon-Cortes , Ramon Amela , Jorge Ejarque , Philippe Clauss , Rosa M. Badia

Symmetry is ubiquitous throughout nature and can often give great insights into the formation, structure and stability of objects studied by mathematicians, physicists, chemists and biologists. However, perfect symmetry occurs rarely so…

代数拓扑 · 数学 2023-08-21 Nicholas Bermingham , Vanessa Robins , Katharine Turner

We present an algorithm for constructing numerical solutions to one--dimensional nonlinear, variable coefficient boundary value problems. This scheme is based upon applying the Homotopy Analysis Method (HAM) to decompose a nonlinear…

数值分析 · 数学 2019-03-27 Andrew C. Cullen , Simon R. Clarke
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