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Ensuring sufficient exploration is a central challenge when training meta-reinforcement learning (meta-RL) agents to solve novel environments. Conventional solutions to the exploration-exploitation dilemma inject explicit incentives such as…

机器学习 · 计算机科学 2025-08-05 Micah Rentschler , Jesse Roberts

We introduce an asymmetric noisy voter model to study the joint effect of immigration and a competition-dispersal tradeoff in the dynamics of two species competing for space in regular lattices. Individuals of one species can invade a…

种群与进化 · 定量生物学 2021-03-17 Ricardo Martinez-Garcia , Cristóbal López , Federico Vazquez

Ecosystems are commonly organized into trophic levels -- organisms that occupy the same level in a food chain (e.g., plants, herbivores, carnivores). A fundamental question in theoretical ecology is how the interplay between trophic…

种群与进化 · 定量生物学 2023-03-07 Zhijie Feng , Robert Marsland , Jason W. Rocks , Pankaj Mehta

This paper is concerned with a mathematical model of competition for resource where species consume noninteracting resources. This system of differential equations is formally obtained by renormalizing the MacArthur's competition model at…

动力系统 · 数学 2020-07-27 Wenli Cai , Hailiang Liu

The paradox of the plankton highlights the apparent contradiction between Gause's law of competitive exclusion and the observed diversity of phytoplankton. It is well known that phytoplankton dynamics depend heavily on two main resources:…

种群与进化 · 定量生物学 2021-09-07 Christopher M. Heggerud , King-Yeung Lam , Hao Wang

The processes and mechanisms underlying the origin and maintenance of biological diversity have long been of central importance in ecology and evolution. The competitive exclusion principle states that the number of coexisting species is…

种群与进化 · 定量生物学 2020-12-02 Michael Doebeli , Eduardo Cancino Jaque , Iaroslav Ispolatov

Formation and competition of associations are studied in a six-species ecological model where each species has two predators and two prey. Each site of a square lattice is occupied by an individual belonging to one of the six species. The…

种群与进化 · 定量生物学 2008-08-26 G. Szabo , A. Szolnoki , I. Borsos

The relationship between the dynamics of a community and its constituent pairwise interactions is a fundamental problem in ecology. Higher-order ecological effects beyond pairwise interactions may be key to complex ecosystems, but…

种群与进化 · 定量生物学 2018-09-05 Michael Manhart , Eugene I. Shakhnovich

We introduce an Interaction and Trade-off based Eco-Evolutionary Model (ITEEM), in which species are competing for common resources in a well-mixed system, and their evolution in interaction trait space is subject to a life-history…

种群与进化 · 定量生物学 2018-09-07 Farnoush Farahpour , Mohammadkarim Saeedghalati , Verena Brauer , Daniel Hoffmann

We present a simple model of adaptive radiations in evolution based on species competition. Competition is found to promote species divergence and branching, and to dampen the net species production. In the model simulations, high taxonomic…

种群与进化 · 定量生物学 2007-05-23 Birgitte Freiesleben De Blasio , Fabio Vittorio De Blasio

Despite the general acknowledgment of the role of niche and fitness differences in community dynamics, species abundance has been coined as a relevant feature not just regarding niche perspectives, but also according to neutral…

种群与进化 · 定量生物学 2013-11-08 Rafael D Guariento

Modern ecology has re-emphasized the need for a quantitative understanding of the original 'survival of the fittest theme' based on analyzis of the intricate trade-offs between competing evolutionary strategies that characterize the…

种群与进化 · 定量生物学 2015-06-16 Jacopo Grilli , Samir Suweis , Amos Maritan

Two density-dependent branching processes are considered to model predator-prey populations. For both models, preys are considered to be the main food supply of predators. Moreover, in each generation the number of individuals of each…

概率论 · 数学 2024-07-01 Cristina Gutiérrez , Carmen Minuesa

Recent discussion in the public sphere about algorithmic classification has involved tension between competing notions of what it means for a probabilistic classification to be fair to different groups. We formalize three fairness…

机器学习 · 计算机科学 2016-11-18 Jon Kleinberg , Sendhil Mullainathan , Manish Raghavan

Coexistence of individuals with different species or phenotypes is often found in nature in spite of competition between them. Stable coexistence of multiple types of individuals have implications for maintenance of ecological biodiversity…

无序系统与神经网络 · 物理学 2007-05-23 Naoki Masuda , Norio Konno

We study an individual-based model in which two spatially-distributed species, characterized by different diffusivities, compete for resources. We consider three different ecological settings. In the first, diffusing faster has a cost in…

种群与进化 · 定量生物学 2016-01-27 Simone Pigolotti , Roberto Benzi

We use the optimal foraging theory to study coexistence between two plant species and a generalist pollinator. We compare conditions for plant coexistence for non-adaptive vs. adaptive pollinators that adjust their foraging strategy to…

种群与进化 · 定量生物学 2016-08-22 Tomás A. Revilla , Vlastimil Křivan

A common phenomena in modern recommendation systems is the use of feedback from one user to infer the `value' of an item to other users. This results in an exploration vs. exploitation trade-off, in which items of possibly low value have to…

机器学习 · 计算机科学 2014-11-11 Siddhartha Banerjee , Sujay Sanghavi , Sanjay Shakkottai

Similarity of competitors has been proposed to facilitate coexistence of species because it slows down competitive exclusion, thus making it easier for equalizing mechanisms to maintain diverse communities. On the other hand, chaos can…

种群与进化 · 定量生物学 2019-02-27 Pablo Rodríguez-Sánchez , Egbert H. van Nes , Marten Scheffer

Both community ecology and conservation biology seek further understanding of factors governing the advance of an invasive species. We model biological invasion as an individual-based, stochastic process on a two-dimensional landscape. An…

种群与进化 · 定量生物学 2010-07-12 Lauren O'Malley , G. Korniss , Thomas Caraco