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We study parallel \emph{Load Balancing} protocols for a client-server distributed model defined as follows. There is a set $\sC$ of $n$ clients and a set $\sS$ of $n$ servers where each client has (at most) a constant number $d \geq 1$ of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-29 Andrea Clementi , Emanuele Natale , Isabella Ziccardi

Byzantine fault-tolerant agreement (BFT) in a partially synchronous system usually requires 3f + 1 nodes to tolerate f faulty replicas. Due to their high throughput and finality property BFT algorithms build the core of recent permissioned…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-26 Ines Messadi , Markus Horst Becker , Kai Bleeke , Leander Jehl , Sonia Ben Mokhtar , Rüdiger Kapitza

We present a method to solve two-stage stochastic problems with fixed recourse when the uncertainty space can have either discrete or continuous distributions. Given a partition of the uncertainty space, the method is addressed to solve a…

Optimization and Control · Mathematics 2021-05-11 Cristian Ramirez-Pico , Eduardo Moreno

Most agent frameworks are built around the language model: a conversation loop comes first, then tools, then rules, and finally a logging layer bolted on for observability, with state persisted as retrievable "memory." We describe…

Artificial Intelligence · Computer Science 2026-05-22 Yohei Nakajima

General solutions of state machine replication have to ensure that all replicas apply the same commands in the same order, even in the presence of failures. Such strict ordering incurs high synchronization costs caused by distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-27 Jan Skrzypczak , Florian Schintke , Thorsten Schütt

Conflict-Free Replicated Data Types (CRDTs) are used in a range of fields for their coordination-free replication with strong eventual consistency. By prioritising availability over consistency under partition, peers accumulate events in…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-09 Kegan Dougal

Our study presents a multifaceted approach to enhancing user interaction and content relevance in social media platforms through a federated learning framework. We introduce personalized GPT and Context-based Social Media LLM models,…

Machine Learning · Computer Science 2024-08-13 Sai Puppala , Ismail Hossain , Md Jahangir Alam , Sajedul Talukder

As Byzantine Fault Tolerant (BFT) protocols begin to be used in permissioned blockchains for user-facing applications such as payments, it is crucial that they provide low latency. In pursuit of low latency, some recently proposed BFT…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-08 Daniel Qian , Xiyu Hao , Jinkun Geng , Yuncheng Yao , Aurojit Panda , Jinyang Li , Anirudh Sivaraman

Modern ML applications increasingly rely on complex deep learning models and large datasets. There has been an exponential growth in the amount of computation needed to train the largest models. Therefore, to scale computation and data,…

Machine Learning · Computer Science 2023-09-26 Hamidreza Almasi , Harsh Mishra , Balajee Vamanan , Sathya N. Ravi

The tree is an essential data structure in many applications. In a distributed application, such as a distributed file system, the tree is replicated.To improve performance and availability, different clients should be able to update their…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-20 Sreeja Nair , Filipe Meirim , Mário Pereira , Carla Ferreira , Marc Shapiro

Replication ensures data availability in fault-prone distributed systems. The celebrated CAP theorem stipulates that replicas cannot guarantee both strong consistency and availability under network partitions. A popular alternative, adopted…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-22 Petr Kuznetsov , Maxence Perion , Sara Tucci-Piergiovanni

Cloud computing enables users (clients) to outsource large volume of their data to cloud servers. Secure distributed cloud storage schemes ensure that multiple servers store these data in a reliable and untampered fashion. We propose an…

Cryptography and Security · Computer Science 2018-06-05 Binanda Sengupta , Nishant Nikam , Sushmita Ruj , Srinivasan Narayanamurthy , Siddhartha Nandi

In this paper, we consider the wireless broadcasting scenario with a source node sending some common information to a group of closely located users, where each link is subject to certain packet erasures. To ensure reliable information…

Information Theory · Computer Science 2015-04-20 Xiaoli Xu , Praveen Kumar M. Gandhi , Yong Liang Guan , Peter Han Joo Chong

Exceptions and errors occurring within mission critical applications due to hardware failures have a high cost. With the emerging Next Generation Platforms (NGPs), the rate of hardware failures will likely increase. Therefore, designing our…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-22 Nikunj Gupta , Jackson R. Mayo , Adrian S. Lemoine , Hartmut Kaiser

Asynchronous reinforcement learning improves rollout throughput for large language model agents by decoupling sample generation from policy optimization, but it also introduces a critical failure mode for PPO-style off-policy correction. In…

Machine Learning · Computer Science 2026-05-19 Zhong Guan , Yongjian Guo , Haoran Sun , Wen Huang , Shuai Di , Likang Wu , Xiong Jun Wu , Hongke Zhao

Fog computing architectures distribute computational and storage resources along the continuum from the cloud to things. Therefore, the execution of services or the storage of files can be closer to the users. The main objectives of fog…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-17 Carlos Guerrero , Isaac Lera , Carlos Juiz

DAG-Rider popularized a new paradigm of DAG-BFT protocols, separating dissemination from consensus: all nodes disseminate transactions as blocks that reference previously known blocks, while consensus is reached by electing certain blocks…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-08 Michael Yiqing Hu , Alvin Hong Yao Yan , Yang Yihan , Liu Xiang , Li Jialin

Monitoring is a critical component in fog environments: it promptly provides insights about the behavior of systems, reveals Service Level Agreements (SLAs) violations, enables the autonomous orchestration of services and platforms, calls…

Systems and Control · Electrical Eng. & Systems 2022-05-10 Vera Colombo , Alessandro Tundo , Michele Ciavotta , Leonardo Mariani

Tactics, Techniques, and Procedures (TTPs) outline the methods attackers use to exploit vulnerabilities. The interpretation of TTPs in the MITRE ATT&CK framework can be challenging for cybersecurity practitioners due to presumed expertise…

Cryptography and Security · Computer Science 2025-10-09 Reza Fayyazi , Rozhina Taghdimi , Shanchieh Jay Yang

Classical state-machine replication protocols, such as Paxos, rely on a distinguished leader process to order commands. Unfortunately, this approach makes the leader a single point of failure and increases the latency for clients that are…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-05 Fedor Ryabinin , Alexey Gotsman , Pierre Sutra
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