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Diffusion models have recently been successfully applied to a wide range of robotics applications for learning complex multi-modal behaviors from data. However, prior works have mostly been confined to single-robot and small-scale…

机器人学 · 计算机科学 2025-05-08 Yorai Shaoul , Itamar Mishani , Shivam Vats , Jiaoyang Li , Maxim Likhachev

Modeling realistic pedestrian trajectories requires accounting for both social interactions and environmental context, yet most existing approaches largely emphasize social dynamics. We propose \textbf{EnvSocial-Diff}: a diffusion-based…

计算机视觉与模式识别 · 计算机科学 2026-03-26 Bingxue Zhao , Qi Zhang , Hui Huang

Self-activation coupled to a transport mechanism results in traveling waves that describe polymerization reactions, forest fires, tumor growth, and even the spread of epidemics. Diffusion is a simple and commonly used model of particle…

统计力学 · 物理学 2020-07-06 Keisuke Ishihara , Ashish B. George , Ryan Cornelius , Kirill S. Korolev

Random walks are studied on disordered cellular networks in 2-and 3-dimensional spaces with arbitrary curvature. The coefficients of the evolution equation are calculated in term of the structural properties of the cellular system. The…

无序系统与神经网络 · 物理学 2009-10-28 Tomaso Aste

Collective behavior, and swarm formation in particular, has been studied from several perspectives within a large variety of fields, ranging from biology to physics. In this work, we apply Projective Simulation to model each individual as…

种群与进化 · 定量生物学 2021-01-27 Andrea López-Incera , Katja Ried , Thomas Müller , Hans J. Briegel

The study of animal movement is challenging because it is a process modulated by many factors acting at different spatial and temporal scales. Several models have been proposed which differ primarily in the temporal conceptualization,…

统计方法学 · 统计学 2019-07-25 Sofia Ruiz-Suarez , Vianey Leos-Barajas , Ignacio Alvarez-Castro , Juan M. Morales

In many biological systems, the movement of individual agents is commonly characterized as having multiple qualitatively distinct behaviors that arise from various biophysical states. This is true for vesicles in intracellular transport,…

亚细胞过程 · 定量生物学 2022-07-25 Maria-Veronica Ciocanel , John Fricks , Peter R. Kramer , Scott A. McKinley

The Eulerian advection-dispersion-reaction equation (ADRE) suffers the well-known scale-effect of reduced apparent reaction rates between chemically dissimilar fluids at larger scales (or dimensional averaging). The dispersion tensor in the…

流体动力学 · 物理学 2018-12-05 David A. Benson , Diogo Bolster , Stephen Pankavich

Natural flocks (aligned) and swarms (non-aligned) both exhibit features of near-criticality, challenging their treatment as two ends of the same phase transition. We present a model for the aggregation of active individuals, in which their…

适应与自组织系统 · 物理学 2025-11-26 Joao Lizárraga , Marcus de Aguiar

In this paper, we present a novel method to recognize the types of crowd movement from crowd trajectories using agent-based motion models (AMMs). Our idea is to apply a number of AMMs, referred to as exemplar-AMMs, to describe the crowd…

计算机视觉与模式识别 · 计算机科学 2018-10-02 Wenxi Liu , Rynson W. H. Lau , Xiaogang Wang , Dinesh Manocha

Diffusive dynamics abound in nature and have been especially studied in physical, biological, and financial systems. These dynamics are characterised by a linear growth of the mean squared displacement (MSD) with time. Often, the conditions…

统计力学 · 物理学 2025-11-14 Alvaro Lanza , Xiang Qu , Stefano Bo

We explore analytically and numerically agglomeration driven by advection and localized source. The system is inhomogeneous in one dimension, viz. along the direction of advection. We analyze a simplified model with mass-independent…

The discovery and study of new material systems rely on molecular simulations that often come with significant computational expense. We propose MDDM, a Molecular Dynamics Diffusion Model, which is capable of predicting a valid output…

机器学习 · 计算机科学 2025-09-11 Kevin Ferguson , Yu-hsuan Chen , Levent Burak Kara

Collective animal behaviors are paradigmatic examples of fully decentralized operations involving complex collective computations such as collective turns in flocks of birds or collective harvesting by ants. These systems offer a unique…

机器人学 · 计算机科学 2022-09-28 Jabez Leong Kit , David Mateo , Roland Bouffanais

Multi-function swarms are swarms that solve multiple tasks at once. For example, a quadcopter swarm could be tasked with exploring an area of interest while simultaneously functioning as ad-hoc relays. With this type of multi-function comes…

多智能体系统 · 计算机科学 2020-07-20 Sondre A. Engebraaten , Jonas Moen , Oleg A. Yakimenko , Kyrre Glette

Random walk has wide applications in many fields, such as machine learning, biology, physics, and chemistry. Random walk can be discrete or continuous in time and space. Asymmetric random walk could be described by drift-diffusion equation.…

统计力学 · 物理学 2024-03-01 Guoxing Lin , Shaokun Zheng

Continuous-time random walks are generalisations of random walks frequently used to account for the consistent observations that many molecules in living cells undergo anomalous diffusion, i.e. subdiffusion. Here, we describe the…

偏微分方程分析 · 数学 2015-03-31 Hugues Berry , Thomas Lepoutre , Álvaro Mateos González

We consider a discrete time particle model for kinetic transport on the two dimensional integer lattice. The particle can move due to advection in the $x$-direction and due to dispersion. This happens when the particle is free, but it can…

概率论 · 数学 2015-08-04 Michel Dekking , Derong Kong , Annegreet van Opbroek

We introduce the concept of Randomly Modulated Gaussian Processes as a unifying framework for modeling, analyzing and classifying anomalous diffusion models in heterogeneous media. This formulation incorporates correlations in the…

生物物理 · 物理学 2026-03-16 Yann Lanoiselée , Denis S. Grebenkov , Gianni Pagnini

We present a thermo-kinetic description of anomalous diffusion of single-particles and clusters in a viscoelastic medium in terms of a non-Markovian diffusion equation involving memory functions. The scaling behaviour of these functions is…

统计力学 · 物理学 2007-05-23 I. Santamaria-Holek , J. M. Rubi , A. Gadomski