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This paper discusses congestion control and inconsistency problems in DAG-based distributed ledgers and proposes an additional filter to mitigate these issues. Unlike traditional blockchains, DAG-based DLTs use a directed acyclic graph…

密码学与安全 · 计算机科学 2023-05-11 Lianna Zhao , Andrew Cullen , Sebastian Müller , Olivia Saa , Robert Shorten

Trustless systems, such as those blockchain enpowered, provide trust in the system regardless of the trust of its participants, who may be honest or malicious. Proof-of-stake (PoS) protocols and DAG-based approaches have emerged as a better…

分布式、并行与集群计算 · 计算机科学 2019-07-09 Quan Nguyen , Andre Cronje , Michael Kong , Alex Kampa , George Samman

To maximize performance, many modern blockchain systems rely on eventually-synchronous, Byzantine fault-tolerant (BFT) consensus protocols. Two protocol designs have emerged in this space: protocols that minimize latency using a leader that…

分布式、并行与集群计算 · 计算机科学 2026-01-21 Qianyu Yu , Giuliano Losa , Nibesh Shrestha , Xuechao Wang

Distributed optimization finds applications in large-scale machine learning, data processing and classification over multi-agent networks. In real-world scenarios, the communication network of agents may encounter latency that may affect…

系统与控制 · 电气工程与系统科学 2025-10-06 Mohammadreza Doostmohammadian , Narahari Kasagatta Ramesh , Alireza Aghasi

The structural properties of naturally arising social graphs are extensively studied to understand their evolution. Prior approaches for modeling network dynamics typically rely on rule-based models, which lack realism and generalizability,…

计算与语言 · 计算机科学 2025-01-07 Jiarui Ji , Runlin Lei , Jialing Bi , Zhewei Wei , Xu Chen , Yankai Lin , Xuchen Pan , Yaliang Li , Bolin Ding

Device-to-device (D2D) communications is one of the key emerging technologies for the fifth generation (5G) networks and beyond. It enables direct communication between mobile users and thereby extends coverage for devices lacking direct…

网络与互联网体系结构 · 计算机科学 2022-01-31 Chaima Ghribi , Elie Cali , Christian Hirsch , Benedikt Jahnel

Today's practical partially synchronous Byzantine Fault Tolerant (BFT) consensus protocols trade off low latency and high throughput. On the one end, traditional BFT protocols such as PBFT and its derivatives optimize for latency. They…

分布式、并行与集群计算 · 计算机科学 2025-03-06 Balaji Arun , Zekun Li , Florian Suri-Payer , Sourav Das , Alexander Spiegelman

Training trustworthy agentic LLMs requires data that shows the grounded reasoning process, not just the final answer. Existing datasets fall short: question-answering data is outcome-only, chain-of-thought data is not tied to specific…

信息检索 · 计算机科学 2026-04-30 Saber Zerhoudi , Michael Granitzer , Jelena Mitrovic

This paper investigates a decentralized design approach of leader-following consensus protocols for heterogeneous multiagent systems under a fixed communication topology with a directed spanning tree (DST) and asymmetric weight matrix.…

最优化与控制 · 数学 2026-03-18 Lanhao Zhao , Yangzhou Chen

In this work, we address question answering (QA) over a hybrid of tabular and textual data that are very common content on the Web (e.g. SEC filings), where discrete reasoning capabilities are often required. Recently, large language models…

计算与语言 · 计算机科学 2024-10-01 Fengbin Zhu , Ziyang Liu , Fuli Feng , Chao Wang , Moxin Li , Tat-Seng Chua

In distributed ledger technologies (DLTs) with a directed acyclic graph (DAG) data structure, a block-issuing node can decide where to append new blocks and, consequently, how the DAG grows. This DAG data structure is typically decomposed…

Current blockchain Layer 2 solutions, including Optimism, Arbitrum, zkSync, and their derivatives, optimize for human-initiated financial transactions. Autonomous AI agents instead generate high-frequency, semantically rich service…

多智能体系统 · 计算机科学 2026-04-24 Anbang Ruan , Xing Zhang

In this paper, we describe LUNES-Blockchain, an agent-based simulator of blockchains that is able to exploit Parallel and Distributed Simulation (PADS) techniques to offer a high level of scalability. To assess the preliminary…

密码学与安全 · 计算机科学 2019-11-07 Edoardo Rosa , Gabriele D'Angelo , Stefano Ferretti

This paper addresses the distributed consensus protocol design problem for multi-agent systems with general linear dynamics and directed communication graphs. Existing works usually design consensus protocols using the smallest real part of…

最优化与控制 · 数学 2016-11-15 Zhongkui Li , Guanghui Wen , Zhisheng Duan , Wei Ren

DAG-based consensus has attracted significant interest due to its high throughput in asynchronous network settings. However, existing protocols such as DAG-rider (Keidar et al., PODC 2021) and ``Narwhal and Tusk'' (Danezis et al., Eurosys…

分布式、并行与集群计算 · 计算机科学 2023-11-14 Keyang Liu , Maxim Jourenko , Mario Larangeira

This paper considers the distributed consensus problem of multi-agent systems with general continuous-time linear dynamics. Two distributed adaptive dynamic consensus protocols are proposed, based on the relative output information of…

系统与控制 · 计算机科学 2015-01-20 Zhongkui Li , Xiangdong Liu , Wei Ren , Lihua Xie

Data simulation is fundamental for machine learning and causal inference, as it allows exploration of scenarios and assessment of methods in settings with full control of ground truth. Directed acyclic graphs (DAGs) are well established for…

人工智能 · 计算机科学 2023-05-10 Ghadi S. Al Hajj , Johan Pensar , Geir Kjetil Sandve

This paper considers the distributed event-triggered consensus problem for general linear multi-agent networks. Both the leaderless and leader-follower consensus problems are considered. Based on the local sampled state or local output…

系统与控制 · 计算机科学 2018-07-17 Bin Cheng , Zhongkui Li

Directed Acyclic Graph (DAG)-based Distributed Ledger Technologies (DLTs) have emerged as a promising solution to the scalability issues inherent in traditional blockchains. However, amidst the focus on scalability, the crucial aspect of…

密码学与安全 · 计算机科学 2025-04-22 Mayank Raikwar

As multi-agent AI systems grow in complexity, the protocols connecting them constrain their capabilities. Current protocols such as A2A and MCP do not expose model-level properties as first-class primitives, ignoring properties fundamental…

人工智能 · 计算机科学 2026-03-11 Sunil Prakash