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We analyze a stochastic approximation algorithm for decision-dependent problems, wherein the data distribution used by the algorithm evolves along the iterate sequence. The primary examples of such problems appear in performative prediction…

最优化与控制 · 数学 2024-05-15 Joshua Cutler , Mateo Díaz , Dmitriy Drusvyatskiy

We study multi-hop data-dissemination in a wireless network from one source to multiple nodes where some of the nodes of the network act as re-transmitting nodes and help the source in data dissemination. In this network, we study two…

网络与互联网体系结构 · 计算机科学 2020-03-24 Mahdi Mousavi , Anja Klein

This paper is concerned with a leader-follower stochastic differential game with asymmetric information, where the information available to the follower is based on some sub-$\sigma$-algebra of that available to the leader. Such kind of…

最优化与控制 · 数学 2015-09-15 Jingtao Shi , Guangchen Wang , Jie Xiong

In this paper, we investigate a decentralized control problem with nested subsystems, which is a general model for one-directional communication amongst many subsystems. The noises in our dynamics are modelled as uncertain variables which…

最优化与控制 · 数学 2022-06-14 Aditya Dave , Nishanth Venkatesh , Andreas A. Malikopoulos

We present a new methodology for studying non-Hamiltonian nonlinear systems based on an information theoretic extension of a renormalization group technique using a modified maximum entropy principle. We obtain a rigorous dimensionally…

计算物理 · 物理学 2013-06-28 M. Schmuck , M. Pradas , S. Kalliadasis , G. A. Pavliotis

A recurring theme in recent computer science literature is that proper design of signaling schemes is a crucial aspect of effective mechanisms aiming to optimize social welfare or revenue. One of the research endeavors of this line of work…

计算机科学与博弈论 · 计算机科学 2015-07-07 Moran Feldman , Moshe Tennenholtz , Omri Weinstein

Optimal transport has been used extensively in resource matching to promote the efficiency of resources usages by matching sources to targets. However, it requires a significant amount of computations and storage spaces for large-scale…

最优化与控制 · 数学 2019-04-10 Rui Zhang , Quanyan Zhu

This paper seeks to establish a framework for directing a society of simple, specialized, self-interested agents to solve what traditionally are posed as monolithic single-agent sequential decision problems. What makes it challenging to use…

机器学习 · 计算机科学 2020-08-17 Michael Chang , Sidhant Kaushik , S. Matthew Weinberg , Thomas L. Griffiths , Sergey Levine

A symbolic approach to decentralized set-valued state estimation and prediction for systems that admit a hybrid state machine representations is proposed. The decentralized computational scheme represents a conj unction of a finite number…

系统与控制 · 计算机科学 2013-02-28 Naim Bajcinca

High fidelity simulation of large-sized complex networks can be realized on a distributed computing platform that leverages the combined resources of multiple processors or machines. In a discrete event driven simulation, the assignment of…

分布式、并行与集群计算 · 计算机科学 2012-10-16 Aditya Kurve , Christopher Griffin , David J. Miller , George Kesidis

We study information design in games where players choose from a continuum of actions and have continuously differentiable payoffs. We show that an information structure is optimal when the equilibrium it induces can also be implemented in…

理论经济学 · 经济学 2026-04-23 Alex Smolin , Takuro Yamashita

This paper is devoted to distributed continuous-time and discrete-time optimization problems with nonuniform convex constraint sets and nonuniform stepsizes for general differentiable convex objective functions. The communication graphs are…

最优化与控制 · 数学 2020-03-03 Peng Lin , Wei Ren , Chunhua Yang , Weihua Gui

In this paper we study a class of matrix-valued linear-quadratic mean-field-type games for both the risk-neutral, risk-sensitive and robust cases. Non-cooperation, full cooperation and adversarial between teams are treated. We provide a…

最优化与控制 · 数学 2019-06-06 Julian Barreiro-Gomez , Tyrone E. Duncan , Hamidou Tembine

Learning algorithms are essential for the applications of game theory in a networking environment. In dynamic and decentralized settings where the traffic, topology and channel states may vary over time and the communication between agents…

机器学习 · 计算机科学 2011-03-15 Quanyan Zhu , Hamidou Tembine , Tamer Basar

We examine the problem of the existence of optimal deterministic stationary strategiesintwo-players antagonistic (zero-sum) perfect information stochastic games with finitely many states and actions.We show that the existenceof such…

计算机科学与博弈论 · 计算机科学 2016-11-28 Hugo Gimbert , Wieslaw Zielonka

Existing settings of decentralized learning either require players to have full information or the system to have certain special structure that may be hard to check and hinder their applicability to practical systems. To overcome this, we…

系统与控制 · 电气工程与系统科学 2023-05-17 Yan Jiang , Wenqi Cui , Baosen Zhang , Jorge Cortés

Learning cooperative policies for multi-agent systems is often challenged by partial observability and a lack of coordination. In some settings, the structure of a problem allows a distributed solution with limited communication. Here, we…

系统与控制 · 计算机科学 2017-08-01 Roel Dobbe , David Fridovich-Keil , Claire Tomlin

We use ideas from distributed computing and game theory to study dynamic and decentralized environments in which computational nodes, or decision makers, interact strategically and with limited information. In such environments, which arise…

计算机科学与博弈论 · 计算机科学 2017-04-06 Aaron D. Jaggard , Neil Lutz , Michael Schapira , Rebecca N. Wright

A new method of deriving comparative statics information using generalized compensated derivatives is presented which yields constraint-free semidefiniteness results for any differentiable, constrained optimization problem. More generally,…

最优化与控制 · 数学 2013-10-29 M. Hossein Partovi , Michael R. Caputo

We consider team optimal control of decentralized systems with linear dynamics, quadratic costs, and arbitrary disturbance that consist of multiple sub-populations with exchangeable agents (i.e., exchanging two agents within the same…

系统与控制 · 计算机科学 2018-09-19 Jalal Arabneydi , Aditya Mahajan