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Temporal interaction graphs (TIGs), consisting of sequences of timestamped interaction events, are prevalent in fields like e-commerce and social networks. To better learn dynamic node embeddings that vary over time, researchers have…

Machine Learning · Computer Science 2023-02-17 Yao Zhang , Yun Xiong , Yongxiang Liao , Yiheng Sun , Yucheng Jin , Xuehao Zheng , Yangyong Zhu

Deep learning models have demonstrated exceptional performance across a wide range of computer vision tasks. However, their performance often degrades significantly when faced with distribution shifts, such as domain or dataset changes.…

Computer Vision and Pattern Recognition · Computer Science 2025-07-09 Samuel Barbeau , Pedram Fekri , David Osowiechi , Ali Bahri , Moslem Yazdanpanah , Masih Aminbeidokhti , Christian Desrosiers

Consensus protocols for asynchronous networks are usually complex and inefficient, leading practical systems to rely on synchronous protocols. This paper attempts to simplify asynchronous consensus by building atop a novel threshold logical…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-17 Bryan Ford

With the emergence of heterogeneous hardware paving the way for the post-Moore era, it is of high importance to adapt the runtime scheduling to the platform's heterogeneity. To enhance adaptive and responsive scheduling, we introduce a…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-01 Jing Chen , Pirah Noor Soomro , Mustafa Abduljabbar , Miquel Pericàs

Consensus protocols are currently the bottlenecks that prevent blockchain systems from scaling. However, we argue that transaction execution is also important to the performance and security of blockchains. In other words, there are ample…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-15 Daniël Reijsbergen , Tien Tuan Anh Dinh

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

In distributed quantum applications such as entanglement distribution, precise time synchronization and efficient time-tagged data handling are essential. Traditional systems often suffer from overflow, synchronization drift, and storage…

This paper explores a new opportunity to improve the performance of transaction processing at the application side by merging structurely similar statements or transactions. Concretely, we re-write transactions to 1) merge similar…

Databases · Computer Science 2026-01-16 Xueyuan Ren , Frank Li , Yang Wang

Streaming applications from algorithmic trading to traffic management deploy Kleene patterns to detect and aggregate arbitrarily-long event sequences, called event trends. State-of-the-art systems process such queries in two steps. Namely,…

Data Structures and Algorithms · Computer Science 2020-10-08 Olga Poppe , Chuan Lei , Elke A. Rundensteiner , David Maier

This paper presents BBCA-LEDGER, a Byzantine log replication technology for partially synchronous networks enabling blocks to be broadcast in parallel, such that each broadcast is finalized independently and instantaneously into an…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-27 Chrysoula Stathakopoulou , Michael Wei , Maofan Yin , Hongbo Zhang , Dahlia Malkhi

Blockchain is maintained as a global log between a network of nodes and uses cryptographic distributed protocols to synchronize the updates. As adopted by Bitcoin and Ethereum these update operations to the ledger are serialized, and…

Cryptography and Security · Computer Science 2019-10-25 Himanshu Gupta , Dharanipragada Janakiram

We consider the problem of stragglers in distributed computing systems. Stragglers, which are compute nodes that unpredictably slow down, often increase the completion times of tasks. One common approach to mitigating stragglers is work…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-07 Tharindu Adikari , Haider Al-Lawati , Jason Lam , Zhenhua Hu , Stark C. Draper

This paper describes how Distributed Ledger Technologies can be used to design a class of cyber-physical systems, as well as to enforce social contracts and to orchestrate the behaviour of agents trying to access a shared resource. The…

Systems and Control · Computer Science 2019-11-12 Pietro Ferraro , Christopher King , Robert Shorten

Distributed data processing systems like MapReduce, Spark, and Flink are popular tools for analysis of large datasets with cluster resources. Yet, users often overprovision resources for their data processing jobs, while the resource usage…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-16 Lauritz Thamsen , Ilya Verbitskiy , Sasho Nedelkoski , Vinh Thuy Tran , Vinicius Meyer , Miguel G. Xavier , Odej Kao , Cesar A. F. De Rose

Timeseries analytics is of great importance in many real-world applications. Recently, the Transformer model, popular in natural language processing, has been leveraged to learn high quality feature embeddings from timeseries, core to the…

Machine Learning · Computer Science 2023-06-06 Jiaming Liang , Lei Cao , Samuel Madden , Zachary Ives , Guoliang Li

Context consistency checking, the checking of specified constraint on properties of contexts, is essential to context-aware applications. In order to delineate and adapt to dynamic changes in the pervasive computing environment,…

Software Engineering · Computer Science 2009-11-03 Yu Huang , Jianping Yu , Jiannong Cao , Xiaoxing Ma , Xianping Tao , Jian Lu

In a cloud computing job with many parallel tasks, the tasks on the slowest machines (straggling tasks) become the bottleneck in the job completion. Computing frameworks such as MapReduce and Spark tackle this by replicating the straggling…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-14 Da Wang , Gauri Joshi , Gregory Wornell

This paper proposes a novel online evaluation protocol for Test Time Adaptation (TTA) methods, which penalizes slower methods by providing them with fewer samples for adaptation. TTA methods leverage unlabeled data at test time to adapt to…

This work addresses the inherent issues of high latency in blockchains and low scalability in traditional consensus protocols. We present pod, a novel notion of consensus whose first priority is to achieve the physically-optimal latency of…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-05 Orestis Alpos , Bernardo David , Jakov Mitrovski , Odysseas Sofikitis , Dionysis Zindros

IOTA Tangle is a distributed ledger technology (DLT), primarily designed for Internet-of-Things (IoT) networks and applications. IOTA Tangle utilizes a direct acyclic graph (DAG) structure for the ledger, with its protocol offering features…

Networking and Internet Architecture · Computer Science 2022-09-13 Nathan Sealey , Adnan Aijaz , Ben Holden