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In this work, we identify and address the core challenges of agentic memory management in LLM serving, where large-scale storage, frequent updates, and multiple coexisting agents jointly introduce complex and high-cost approximate nearest…

多智能体系统 · 计算机科学 2026-02-26 Zhengding Hu , Zaifeng Pan , Prabhleen Kaur , Vibha Murthy , Zhongkai Yu , Yue Guan , Zhen Wang , Steven Swanson , Yufei Ding

AI Alignment is often presented as an interaction between a single designer and an artificial agent in which the designer attempts to ensure the agent's behavior is consistent with its purpose, and risks arise solely because of conflicts…

人工智能 · 计算机科学 2023-09-14 Steve Phelps , Rebecca Ranson

Computational task offloading based on edge computing can deal with the performance bottleneck of traditional cloud-based systems for Internet of things (IoT). To further optimize computing efficiency and resource allocation, collaborative…

分布式、并行与集群计算 · 计算机科学 2023-01-05 Tonghe Wang , Songpu Ai , Junwei Cao

Retrieval-Augmented Generation (RAG) systems empower large language models (LLMs) with external knowledge, yet struggle with efficiency-accuracy trade-offs when scaling to large knowledge graphs. Existing approaches often rely on monolithic…

人工智能 · 计算机科学 2025-11-06 Ruiyi Yang , Hao Xue , Imran Razzak , Shirui Pan , Hakim Hacid , Flora D. Salim

Retrieval-Augmented Generation (RAG) enables large language models to use external knowledge, but outsourcing the RAG service raises privacy concerns for both data owners and users. Privacy-preserving RAG systems address these concerns by…

密码学与安全 · 计算机科学 2026-05-29 Yulong Ming , Mingyue Wang , Jijia Yang , Jie Xu , Zihan Wu , Cong Wang , Xiaohua Jia

With the rapid development of Decentralized Finance (DeFi) and Real-World Assets (RWA), the importance of blockchain oracles in real-time data acquisition has become increasingly prominent. Using cryptographic techniques, threshold…

分布式、并行与集群计算 · 计算机科学 2024-11-06 Youquan Xian , Xueying Zeng , Chunpei Li , Dongcheng Li , Peng Wang , Peng Liu , Xianxian Li

Strict privacy regulations limit access to real transaction data, slowing open research in financial AI. Synthetic data can bridge this gap, but existing generators do not jointly achieve behavioral diversity and logical groundedness.…

Blockchain technology, with implications in the financial domain, offers data in the form of large-scale transaction networks. Analyzing transaction networks facilitates fraud detection, market analysis, and supports government regulation.…

计算工程、金融与科学 · 计算机科学 2025-01-23 Junliang Luo , Xue Liu

Autonomous agents are moving beyond simple retrieval tasks to become economic actors that invoke APIs, sequence workflows, and make real-time decisions. As this shift accelerates, API providers need request-level monetization with…

密码学与安全 · 计算机科学 2026-04-03 Mohd Safwan Uddin , Mohammed Mouzam , Mohammed Imran , Syed Badar Uddin Faizan

DGCC protocol has been shown to achieve good performance on multi-core in-memory system. However, distributed transactions complicate the dependency resolution, and therefore, an effective transaction partitioning strategy is essential to…

数据库 · 计算机科学 2017-03-09 Chang Yao , Meihui Zhang , Qian Lin , Beng Chin Ooi , Jiatao Xu

This paper proposes three different distributed event-triggered control algorithms to achieve leader-follower consensus for a network of Euler-Lagrange agents. We firstly propose two model-independent algorithms for a subclass of…

系统与控制 · 电气工程与系统科学 2024-10-24 Qingchen Liu , Mengbin Ye , Jiahu Qin , Changbin Yu

Frequency estimation in data streams is one of the classical problems in streaming algorithms. Following much research, there are now almost matching upper and lower bounds for the trade-off needed between the number of samples and the…

计算复杂性 · 计算机科学 2023-01-16 Shachar Lovett , Jiapeng Zhang

The increasing deployment of AI is shaping the future landscape of the internet, which is set to become an integrated ecosystem of AI agents. Orchestrating the interaction among AI agents necessitates decentralized, self-sustaining…

计算机科学与博弈论 · 计算机科学 2024-10-08 Dima Ivanov , Paul Dütting , Inbal Talgam-Cohen , Tonghan Wang , David C. Parkes

Large language model(LLM)-driven multi-agent systems(MAS) coordinate specialized agents through predefined interaction topologies and have shown promise for complex tasks such as competition-level code generation. Recent studies demonstrate…

多智能体系统 · 计算机科学 2026-02-20 Siyu Wang , Ruotian Lu , Zhihao Yang , Yuchao Wang , Yanzhou Zhang , Lei Xu , Qimin Xu , Guojun Yin , Cailian Chen , Xinping Guan

Payment channel networks (PCNs) are a promising technology that alleviates blockchain scalability by shifting the transaction load from the blockchain to the PCN. Nevertheless, the network topology has to be carefully designed to maximise…

分布式、并行与集群计算 · 计算机科学 2025-08-21 Krishnendu Chatterjee , Jan Matyáš Křišťan , Stefan Schmid , Jakub Svoboda , Michelle Yeo

This paper presents the application of Tokenlab, an agent-based modeling framework designed to analyze price dynamics and speculative behavior within token-based economies. By decomposing complex token systems into discrete agent…

多智能体系统 · 计算机科学 2024-12-11 Mengjue Wang , Stylianos Kampakis

While the rapid growth of Web3 has driven the development of decentralized finance, user anonymity and cross-chain asset flows make on-chain laundering behaviors more covert and complex. In this context, constructing high-quality anti-money…

密码学与安全 · 计算机科学 2025-10-22 Dan Lin , Yanli Ding , Weipeng Zou , Jiachi Chen , Xiapu Luo , Jiajing Wu , Zibin Zheng

The recent success of single-agent reinforcement learning (RL) in Internet of things (IoT) systems motivates the study of multi-agent reinforcement learning (MARL), which is more challenging but more useful in large-scale IoT. In this…

机器学习 · 计算机科学 2020-09-01 Yue Xu , Zengde Deng , Mengdi Wang , Wenjun Xu , Anthony Man-Cho So , Shuguang Cui

In recent years, Large Language Models (LLMs) have demonstrated remarkable capabilities across diverse NLP tasks. Extensive research has explored how to enhance the logical reasoning abilities such as Chain-of-Thought, Chain-of-Thought with…

计算与语言 · 计算机科学 2025-12-29 Tongxuan Liu , Xingyu Wang , Weizhe Huang , Wenjiang Xu , Yuting Zeng , Lei Jiang , Hailong Yang , Jing Li

The recent trend of self-sovereign Decentralized AI Agents (DeAgents) combines Large Language Model (LLM)-based AI agents with decentralization technologies such as blockchain smart contracts and trusted execution environments (TEEs). These…

人机交互 · 计算机科学 2025-09-19 Botao Amber Hu , Yuhan Liu , Helena Rong