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We present a probabilistic language model for time-stamped text data which tracks the semantic evolution of individual words over time. The model represents words and contexts by latent trajectories in an embedding space. At each moment in…

机器学习 · 统计学 2017-07-19 Robert Bamler , Stephan Mandt

Following Abrams and Strogatz 2003 and Patriarca and Leppanen 2004, five other physics groups independently started to simulate the competition of languages, as opposed to the evolution of a human language out of ape sounds, or the learning…

物理与社会 · 物理学 2007-05-23 Christian Schulze , Dietrich Stauffer

Most population models assume that individuals within a given population are identical, that is, the fundamental role of variation is ignored. Here we develop a general approach to modeling heterogeneous populations with discrete…

种群与进化 · 定量生物学 2007-05-23 Georgy P. Karev , Artem S. Novozhilov , Faina S. Berezovskaya

We consider an integro-differential model for evolutionary game theory which describes the evolution of a population adopting mixed strategies. Using a reformulation based on the first moments of the solution, we prove some analytical…

种群与进化 · 定量生物学 2011-12-19 A. Boccabella , R. Natalini , L. Pareschi

Consider a bisexual population such that the set of females can be partitioned into finitely many different types indexed by $\{1,2,\dots,n\}$ and, similarly, that the male types are indexed by $\{1,2,\dots,\nu \}$. Recently an evolution…

动力系统 · 数学 2016-01-05 A. Dzhumadil'daev , B. A. Omirov , U. A. Rozikov

Programming languages are engineered languages that allow to instruct a machine and share algorithmic information; they have a great influence on the society since they underlie almost every information technology artefact, and they are at…

编程语言 · 计算机科学 2015-10-16 Silvia Crafa

Cyclic (rock-paper-scissors-type) population models serve to mimic complex species interactions. Focusing on a paradigmatic three-species model with mutations in one dimension, we observe an interplay between equilibrium and non-equilibrium…

统计力学 · 物理学 2010-07-07 Anton A. Winkler , Tobias Reichenbach , Erwin Frey

Aggregations are emergent features common to many biological systems. Mathematical models to understand their emergence are consequently widespread, with the aggregation-diffusion equation being a prime example. Here we study the…

偏微分方程分析 · 数学 2023-09-28 Jonathan R. Potts , Kevin J. Painter

We investigate the evolution of populations of random Boolean networks under selection for robustness of the dynamics with respect to the perturbation of the state of a node. The fitness landscape contains a huge plateau of maximum fitness…

种群与进化 · 定量生物学 2009-11-13 Tamara Mihaljev , Barbara Drossel

We consider a linear size-structured population model with diffusion in the size-space. Individuals are recruited into the population at arbitrary sizes. The model is equipped with generalized Wentzell-Robin (or dynamic) boundary…

偏微分方程分析 · 数学 2019-03-25 J. Z. Farkas , P. Hinow

Consider a species whose population density solves the steady diffusive logistic equation in a heterogeneous environment modeled with the help of a spatially non constant coefficient standing for a resources distribution in a given box. We…

偏微分方程分析 · 数学 2018-07-25 Idriss Mazari , Grégoire Nadin , Yannick Privat

Training stability is typically regarded as a prerequisite for reliable optimization in large language models. In this work, we analyze how stabilizing training dynamics affects the induced generation distribution. We show that under…

人工智能 · 计算机科学 2026-02-10 Xianzhe Meng , Qiangsheng Zeng , Ling Luo , Qinghan Yang , Jiarui Hao , Wenbo Wu , Qinyu Wang , Rui Yin , Lin Qi , Renzhi Lu

Pattern formation mechanisms of a reaction-diffusion-advection system, with one diffusivity, differential advection, and (Robin) boundary conditions of Danckwerts type, are being studied. Pattern selection requires mapping the domains of…

斑图形成与孤子 · 物理学 2009-11-23 Arik Yochelis , Moshe Sheintuch

Diffusion language models (DLMs) promise parallel, order-agnostic generation, but on standard benchmarks they have historically lagged behind autoregressive models in sample quality and diversity. Recent continuous flow and diffusion…

计算与语言 · 计算机科学 2026-05-11 Georgios Batzolis , Mark Girolami , Luca Ambrogioni

Test-time scaling has emerged as a promising direction for enhancing the reasoning capabilities of Large Language Models in last few years. In this work, we propose Population-Evolve, a training-free method inspired by Genetic Algorithms to…

人工智能 · 计算机科学 2025-12-23 Yanzhi Zhang , Yitong Duan , Zhaoxi Zhang , Jiyan He , Shuxin Zheng

The theory of life history evolution provides a powerful framework to understand the evolutionary dynamics of pathogens in both epidemic and endemic situations. This framework, however, relies on the assumption that pathogen populations are…

种群与进化 · 定量生物学 2017-11-28 Todd Parsons , Amaury Lambert , Troy Day , Sylvain Gandon

In this paper we explore the eco-evolutionary dynamics of a predator-prey model, where the prey population is structured according to a certain life history trait. The trait distribution within the prey population is the result of interplay…

种群与进化 · 定量生物学 2019-03-27 József Z. Farkas , A. Yu. Morozov

We consider two social consensus models, the AB-model and the Naming Game restricted to two conventions, which describe a population of interacting agents that can be in either of two equivalent states (A or B) or in a third mixed (AB)…

物理与社会 · 物理学 2010-01-08 Xavier Castelló , Andrea Baronchelli , Vittorio Loreto

Synonyms and homonyms appear in all natural languages. We analyse their evolution within the framework of the signaling game. Agents in our model use reinforcement learning, where probabilities of selection of a communicated word or of its…

物理与社会 · 物理学 2022-01-28 Dorota Lipowski , Adam Lipowski

Given a language, which in this article is a set of strings of some fixed length, we study the problem of producing its elements by a procedure in which each position has its own local rule. We introduce a way of measuring how much…

离散数学 · 计算机科学 2025-11-27 Mathieu Hoyrup