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One of the key advantages of Software-Defined Networks (SDN) is the opportunity to integrate traffic engineering modules able to optimize network configuration according to traffic. Ideally, network should be dynamically reconfigured as…

网络与互联网体系结构 · 计算机科学 2020-11-26 Davide Sanvito , Ilario Filippini , Antonio Capone , Stefano Paris , Jeremie Leguay

Distributed storage systems typically maintain strong consistency between data nodes and metadata nodes by adopting ordered writes: 1) first installing data; 2) then updating metadata to make data visible.We propose SwitchDelta to…

分布式、并行与集群计算 · 计算机科学 2025-11-26 Junru Li , Qing Wang , Zhe Yang , Shuo Liu , Jiwu Shu , Youyou Lu

State abstraction enables sample-efficient learning and better task transfer in complex reinforcement learning environments. Recently, we proposed RePReL (Kokel et al. 2021), a hierarchical framework that leverages a relational planner to…

人工智能 · 计算机科学 2021-10-19 Harsha Kokel , Arjun Manoharan , Sriraam Natarajan , Balaraman Ravindran , Prasad Tadepalli

Recently, several claims have been made that certain fundamental problems of distributed computing, including Leader Election and Distributed Consensus, begin to admit feasible and efficient solutions when the model of distributed…

量子物理 · 物理学 2009-03-09 Cyril Gavoille , Adrian Kosowski , Marcin Markiewicz

It is well known that numerical simulations of high-speed reacting flows, in the framework of state-to-state formulations, are the most detailed but also often prohibitively computationally expensive. In this work, we start to investigate…

流体动力学 · 物理学 2024-06-19 Lorenzo Campoli , Elena Kustova , Polina Maltseva

Networks are designed with functionality, security, performance, and cost in mind. Tools exist to check or optimize individual properties of a network. These properties may conflict, so it is not always possible to run these tools in series…

密码学与安全 · 计算机科学 2019-02-19 Timothy Curry , Devon Callahan , Benjamin Fuller , Laurent Michel

Software-Defined Networking (SDN) is an emerging paradigm that promises to change this state of affairs, by breaking vertical integration, separating the network's control logic from the underlying routers and switches, promoting (logical)…

网络与互联网体系结构 · 计算机科学 2014-10-09 Diego Kreutz , Fernando M. V. Ramos , Paulo Verissimo , Christian Esteve Rothenberg , Siamak Azodolmolky , Steve Uhlig

Planning methods can solve temporally extended sequential decision making problems by composing simple behaviors. However, planning requires suitable abstractions for the states and transitions, which typically need to be designed by hand.…

机器学习 · 计算机科学 2019-11-20 Soroush Nasiriany , Vitchyr H. Pong , Steven Lin , Sergey Levine

Current autonomous vehicles operate primarily within limited regions, but there is increasing demand for broader applications. However, as models scale, their limited capacity becomes a significant challenge for adapting to novel scenarios.…

机器人学 · 计算机科学 2025-03-03 Nanshan Deng , Weitao Zhou , Bo Zhang , Junze Wen , Kun Jiang , Zhong Cao , Diange Yang

We consider a distributed Software Defined Networking (SDN) architecture adopting a cluster of multiple controllers to improve network performance and reliability. Besides the Openflow control traffic exchanged between controllers and…

网络与互联网体系结构 · 计算机科学 2019-12-09 Tianzhu Zhang , Andrea Bianco , Samuele De Domenico , Paolo Giaccone

An open problem in artificial intelligence is how systems can flexibly learn discrete abstractions that are useful for solving inherently continuous problems. Previous work has demonstrated that a class of hybrid state-space model known as…

人工智能 · 计算机科学 2024-08-21 Poppy Collis , Ryan Singh , Paul F Kinghorn , Christopher L Buckley

LLM-driven agentic applications increasingly automate complex, multi-step tasks, but serving them efficiently remains challenging due to heterogeneous components, dynamic and model-driven control flow, long-running state, and unpredictable…

分布式、并行与集群计算 · 计算机科学 2026-01-09 Marco Laju , Donghyun Son , Saurabh Agarwal , Nitin Kedia , Myungjin Lee , Jayanth Srinivasa , Aditya Akella

The energy demands of data centers are increasing and are expected to grow exponentially. Reducing the energy consumption of data centers decreases operational expenses, as well as their carbon footprint. We design techniques to reduce data…

网络与互联网体系结构 · 计算机科学 2023-06-27 Garegin Grigoryan , Minseok Kwon

The evolution of software defined networking (SDN) has played a significant role in the development of next-generation networks (NGN). SDN as a programmable network having service provisioning on the fly has induced a keen interest both in…

网络与互联网体系结构 · 计算机科学 2020-01-29 Sanjeev Singh , Rakesh Kumar Jha

Resampling is a key component of sample-based recursive state estimation in particle filters. Recent work explores differentiable particle filters for end-to-end learning. However, resampling remains a challenge in these works, as it is…

机器学习 · 计算机科学 2020-04-28 Michael Zhu , Kevin Murphy , Rico Jonschkowski

Software-defined networking (SDN) programs must simultaneously describe static forwarding behavior and dynamic updates in response to events. Event-driven updates are critical to get right, but difficult to implement correctly due to the…

编程语言 · 计算机科学 2016-04-19 Jedidiah McClurg , Hossein Hojjat , Nate Foster , Pavol Cerny

In Compute-First Networking (CFN), an Access Point (AP) makes task offloading decisions based on resource state information reported by a Service Node (SN). A fundamental challenge arises from the trade-off between update overhead and…

网络与互联网体系结构 · 计算机科学 2026-01-06 Jianpeng Qi , Chao Liu , Chengrui Wang , Rui Wang , Junyu Dong , Yanwei Yu

Enterprise Networks, over the years, have become more and more complex trying to keep up with new requirements that challenge traditional solutions. Just to mention one out of many possible examples, technologies such as Virtual LANs…

A phaser is an expressive synchronization construct that unifies collective and point-to-point coordination with dynamic task parallelism. Each task can participate in a phaser as a signaler, a waiter, or both. The participants in a phaser…

分布式、并行与集群计算 · 计算机科学 2016-03-15 Sri Raj Paul , Karthik Murthy , Kuldeep S. Meel , John Mellor-Crummey

Software-Defined Networking (SDN) significantly simplifies programming, reconfiguring, and optimizing network devices, such as switches and routers. The de facto standard for programmming SDN devices is the P4 language. However, the…

编程语言 · 计算机科学 2023-09-08 Jens Kanstrup Larsen , Roberto Guanciale , Philipp Haller , Alceste Scalas