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We consider a random model for directed graphs whereby an arc is placed from one vertex to another with a prescribed probability which may vary from arc to arc. Using perturbation bounds as well as Chernoff inequalities, we show that the…

概率论 · 数学 2013-09-20 Franklin H. J. Kenter

KV caching is a fundamental technique for accelerating Large Language Model (LLM) inference by reusing key-value (KV) pairs from previous queries, but its effectiveness under limited memory is highly sensitive to the eviction policy. The…

机器学习 · 计算机科学 2026-01-28 Fangzhou Wu , Sandeep Silwal , Qiuyi , Zhang

In the continuity of a recent paper ([6]), dealing with finite Markov chains, this paper proposes and analyzes a recursive algorithm for the approximation of the quasi-stationary distribution of a general Markov chain living on a compact…

概率论 · 数学 2017-11-15 Michel Benaim , Bertrand Cloez , Fabien Panloup

To improve signal-to-interference ratio (SIR) and make better use of file diversity provided by random caching, we consider two types of linear receivers, i.e., maximal ratio combining (MRC) receiver and partial zero forcing (PZF) receiver,…

信息论 · 计算机科学 2018-01-10 Dongdong Jiang , Ying Cui

To efficiently scale data caching infrastructure to support emerging big data applications, many caching systems rely on consistent hashing to group a large number of servers to form a cooperative cluster. These servers are organized…

性能 · 计算机科学 2018-01-12 Kaiyi Ji , Guocong Quan , Jian Tan

TTL caching models have recently regained significant research interest, largely due to their ability to fit popular caching policies such as LRU. This paper advances the state-of-the-art analysis of TTL-based cache networks by developing…

性能 · 计算机科学 2014-02-26 Daniel S. Berger , Philipp Gland , Sahil Singla , Florin Ciucu

To understand the long-run behavior of Markov population models, the computation of the stationary distribution is often a crucial part. We propose a truncation-based approximation that employs a state-space lumping scheme, aggregating…

机器学习 · 统计学 2021-05-05 Michael Backenköhler , Luca Bortolussi , Gerrit Großmann , Verena Wolf

Claim reserving primarily relies on macro-level models, with the Chain-Ladder method being the most widely adopted. These methods were heuristically developed without minimal statistical foundations, relying on oversimplified data…

计量经济学 · 经济学 2024-06-13 Sebastian Calcetero-Vanegas , Andrei L. Badescu , X. Sheldon Lin

The aim of this paper is to propose diffusion strategies for distributed estimation over adaptive networks, assuming the presence of spatially correlated measurements distributed according to a Gaussian Markov random field (GMRF) model. The…

系统与控制 · 计算机科学 2015-06-22 Paolo Di Lorenzo

We present an extensive analysis of long-term statistics of the queries to websites using logs collected on several web caches in Russian academic networks and on US IRCache caches. We check the sensitivity of the statistics to several…

网络与互联网体系结构 · 计算机科学 2007-05-23 Serge A. Krashakov , Anton B. Teslyuk , Lev N. Shchur

Content distribution networks have been extremely successful in today's Internet. Despite their success, there are still a number of scalability and performance challenges that motivate clean slate solutions for content dissemination, such…

网络与互联网体系结构 · 计算机科学 2019-03-07 Guilherme Domingues , Edmundo de Souza e Silva , Rosa M. M. Leão , Daniel S. Menasché , Don Towsley

Understanding the effects of the choice of the tree on the joint distribution of a tree-structured Markov random field (MRF) is crucial for fully exploiting the intelligibility of such probabilistic graphical models. Tools must be developed…

统计理论 · 数学 2025-09-03 Benjamin Côté , Hélène Cossette , Etienne Marceau

We have discovered an invariant distribution for local packing configurations in static granular media. This distribution holds in experiments for packing fractions covering most of the range from random loose packed to random close packed,…

无序系统与神经网络 · 物理学 2007-09-19 T. Aste , T. Di Matteo , M. Saadatfar , T. J. Senden , M. Schroter , Harry L. Swinney

The binary many-step Markov chain with the step-like memory function is considered as a model for the analysis of rank distributions of words in stochastic symbolic dynamical systems. We prove that the envelope curve for this distribution…

物理学史与哲学 · 物理学 2007-05-23 K. E. Kechedzhy O. V. Usatenko , V. A. Yampol'skii

Despite significant progress in the caching literature concerning the worst case and uniform average case regimes, the algorithms for caching with nonuniform demands are still at a basic stage and mostly rely on simple grouping and…

信息论 · 计算机科学 2018-02-01 Pierre Quinton , Saeid Sahraei , Michael Gastpar

The size of computer networks, along with their bandwidths, is growing exponentially. To support these large, high-speed networks, it is neccessary to be able to forward packets in a few microseconds. One part of the forwarding operation…

网络与互联网体系结构 · 计算机科学 2007-05-23 R. Jain

We present Speculative Rollout with Tree-Structured Cache (SRT), a simple, model-free approach to accelerate on-policy reinforcement learning (RL) for language models without sacrificing distributional correctness. SRT exploits the…

In this paper, the placement strategy design of coded caching in fog-radio access networks (F-RANs) is investigated. By considering time-variant content popularity, federated deep reinforcement learning is exploited to learn the placement…

信息论 · 计算机科学 2022-06-24 Yingqi Chen , Yanxiang Jiang , Fu-Chun Zheng , Mehdi Bennis , Xiaohu You

In-network caching is one of the fundamental operations of Information-centric networks (ICN). The default caching strategy taken by most of the current ICN proposals is caching along--default--path, which makes popular objects to be cached…

网络与互联网体系结构 · 计算机科学 2015-02-10 Sumanta Saha , Andrey Lukyanenko , Antti Ylä-Jääski

For the independent reference model with popularity vector $p\in\Delta_N^\circ$, let $H_C(p)$ denote the exact stationary hit rate of an LRU cache of capacity $C$. We prove that, for every $1\le C<N$, the uniform popularity vector is the…

概率论 · 数学 2026-05-26 Christopher D. Long