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Decentralized Web, or DWeb, is envisioned as a promising future of the Web. Being decentralized, there are no dedicated web servers in DWeb; Devices that retrieve web contents also serve their cached data to peer devices with straight…

信息检索 · 计算机科学 2018-09-05 Ziliang Lai , Chris Liu , Eric Lo , Ben Kao , Siu-Ming Yiu

Vast quantities of compute (GPU cycles on personal workstations, idle inference servers, and edge devices between jobs) go unused because no incentive-aligned protocol exists for their owners to share them safely and profitably. Existing…

人工智能 · 计算机科学 2026-05-28 Edwin Jose

Search engines are nowadays one of the most important entry points for Internet users and a central tool to solve most of their information needs. Still, there exist a substantial amount of users' searches which obtain unsatisfactory…

信息检索 · 计算机科学 2009-11-23 Daniel Gayo-Avello , David J. Brenes

Decentralized swarm robotic solutions to searching for targets that emit a spatially varying signal promise task parallelism, time efficiency, and fault tolerance. It is, however, challenging for swarm algorithms to offer scalability and…

多智能体系统 · 计算机科学 2019-07-11 Payam Ghassemi , Souma Chowdhury

Swarm robotic search is concerned with searching targets in unknown environments (e.g., for search and rescue or hazard localization), using a large number of collaborating simple mobile robots. In such applications, decentralized swarm…

多智能体系统 · 计算机科学 2019-06-03 Payam Ghassemi , Souma Chowdhury

Searchable symmetric encryption (SSE) allows the data owner to outsource an encrypted database to a remote server in a private manner while maintaining the ability for selectively search. So far, most existing solutions focus on an…

密码学与安全 · 计算机科学 2019-09-23 Shengshan Hu , Chengjun Cai , Qian Wang , Cong Wang , Minghui Li , Zhibo Wang , Dengpan Ye

Deep learning models have raised privacy and security concerns due to their reliance on large datasets on central servers. As the number of Internet of Things (IoT) devices increases, artificial intelligence (AI) will be crucial for…

机器学习 · 计算机科学 2025-02-28 Elham Shammar , Xiaohui Cui , Mohammed A. A. Al-qaness

Machine learning models offer the capability to forecast future energy production or consumption and infer essential unknown variables from existing data. However, legal and policy constraints within specific energy sectors render the data…

机器学习 · 计算机科学 2024-06-10 Lei Xu , Yulong Chen , Yuntian Chen , Longfeng Nie , Xuetao Wei , Liang Xue , Dongxiao Zhang

Swarm Intelligence (SI) is gaining a lot of popularity in artificial intelligence, where the natural behavior of animals and insects is observed and translated into computer algorithms called swarm computing to solve real-world problems.…

人工智能 · 计算机科学 2025-07-17 Chandrashekar Muniyappa , Eunjin Kim

We study a distributed framework for stochastic optimization which is inspired by models of collective motion found in nature (e.g., swarming) with mild communication requirements. Specifically, we analyze a scheme in which each one of $N >…

最优化与控制 · 数学 2018-08-08 Shi Pu , Alfredo Garcia

Decentralization is emerging as a key feature of the future Internet. However, effective algorithms for search are missing from state-of-the-art decentralized technologies, such as distributed hash tables and blockchain. This is surprising,…

社会与信息网络 · 计算机科学 2022-04-28 Nikolaos Giatsoglou , Emmanouil Krasanakis , Symeon Papadopoulos , Ioannis Kompatsiaris

The efficient management of complex distributed applications in the Cloud-Edge continuum, including their deployment on heterogeneous computing resources and run-time operations, presents significant challenges. Resource management…

分布式、并行与集群计算 · 计算机科学 2025-04-02 Amjad Ullah , Andras Markus , Hacı İsmail Aslan , Tamas Kiss , Jozsef Kovacs , James Deslauriers , Amy L. Murphy , Yiming Wang Odej Kao

Blockchains enables tamper-proof, ordered logging for transactional data in a decentralized manner over open-access, overlay peer-to-peer networks. In this paper, we propose a decentralized framework of proactive caching in a hierarchical…

网络与互联网体系结构 · 计算机科学 2018-01-24 Wenbo Wang , Dusit Niyato , Ping Wang , Amir Leshem

This study introduces De-DSI, a novel framework that fuses large language models (LLMs) with genuine decentralization for information retrieval, particularly employing the differentiable search index (DSI) concept in a decentralized…

信息检索 · 计算机科学 2024-04-22 Petru Neague , Marcel Gregoriadis , Johan Pouwelse

The explosion of information constrains the judgement of search terms associated with Knowledge-Based Web Ecosystem (KBWE), making the retrieval of relevant information and its knowledge management challenging. The existing information…

信息检索 · 计算机科学 2020-12-11 Dengya Zhu , Shastri Lakshman Nimmagadda , Torsten Reiners , Amit Rudra

Many optimization algorithms have been developed by drawing inspiration from swarm intelligence (SI). These SI-based algorithms can have some advantages over traditional algorithms. In this paper, we carry out a critical analysis of these…

最优化与控制 · 数学 2014-04-01 Xin-She Yang

Sponsored search represents a major source of revenue for web search engines. This popular advertising model brings a unique possibility for advertisers to target users' immediate intent communicated through a search query, usually by…

Swarm intelligence is the collective behavior emerging in systems with locally interacting components. Because of their self-organization capabilities, swarm-based systems show essential properties for handling real-world problems such as…

神经与进化计算 · 计算机科学 2019-11-13 Marcos Oliveira , Diego Pinheiro , Mariana Macedo , Carmelo Bastos-Filho , Ronaldo Menezes

A decentralized search algorithm is a method of routing on a random graph that uses only limited, local, information about the realization of the graph. In some random graph models it is possible to define such algorithms which produce…

概率论 · 数学 2008-04-04 Oskar Sandberg

The DESERE Workshop, our First Workshop on Decentralised Search and Recommendation, offers a platform for researchers to explore and share innovative ideas on decentralised web services, mainly focusing on three major topics: (i) societal…

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