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Multi-label learning deals with the classification problems where each instance can be assigned with multiple labels simultaneously. Conventional multi-label learning approaches mainly focus on exploiting label correlations. It is usually…

机器学习 · 计算机科学 2014-07-08 Xiangnan Kong , Zhaoming Wu , Li-Jia Li , Ruofei Zhang , Philip S. Yu , Hang Wu , Wei Fan

Technical debt is a metaphor indicating sub-optimal solutions implemented for short-term benefits by sacrificing the long-term maintainability and evolvability of software. A special type of technical debt is explicitly admitted by software…

软件工程 · 计算机科学 2022-02-07 Yikun Li , Mohamed Soliman , Paris Avgeriou

Customer expansion, i.e., growing a business existing customer base by acquiring new customers, is critical for scaling operations and sustaining the long-term profitability of logistics companies. Although state-of-the-art works model this…

机器学习 · 计算机科学 2025-08-05 Xinyue Feng , Shuxin Zhong , Jinquan Hang , Wenjun Lyu , Yuequn Zhang , Guang Yang , Haotian Wang , Desheng Zhang , Guang Wang

Issue reports have been recognized to contain rich information for retrieval-augmented code comment generation. However, how to minimize hallucinations in the generated comments remains significant challenges. In this paper, we propose…

软件工程 · 计算机科学 2025-06-18 Yanzhen Zou , Xianlin Zhao , Xinglu Pan , Bing Xie

Recognizing and localizing student confusion from video is an important yet challenging problem in educational AI. Existing confusion datasets suffer from noisy labels, coarse temporal annotations, and limited expert validation, which…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Lu Dong , Xiao Wang , Mark Frank , Srirangaraj Setlur , Venu Govindaraju , Ifeoma Nwogu

In this manuscript, we consider the problems of channel assignment in wireless networks and data migration in heterogeneous storage systems. We show that a soft edge coloring approach to both problems gives rigorous approximation…

分布式、并行与集群计算 · 计算机科学 2010-10-20 Chadi Kari

The Job Shop Scheduling Problem (JSSP) is commonly formulated as a disjunctive graph in which nodes represent operations and edges encode technological precedence constraints as well as machine-sharing conflicts. Most existing reinforcement…

机器学习 · 计算机科学 2026-03-10 Bulent Soykan

With an ever growing number of heterogeneous applicational services running on equally heterogeneous computational systems, the problem of resource management becomes more essential. Although current solutions consider some network and time…

分布式、并行与集群计算 · 计算机科学 2025-08-05 Rui Eduardo Lopes , Duarte Raposo , Pedro V. Teixeira , Susana Sargento

Search and recommendation (S&R) are the two most important scenarios in e-commerce. The majority of users typically interact with products in S&R scenarios, indicating the need and potential for joint modeling. Traditional multi-scenario…

信息检索 · 计算机科学 2024-06-13 Jinhan Liu , Qiyu Chen , Junjie Xu , Junjie Li , Baoli Li , Sulong Xu

Scheduling query execution plans is a particularly complex problem in shared-nothing parallel systems, where each site consists of a collection of local time-shared (e.g., CPU(s) or disk(s)) and space-shared (e.g., memory) resources and…

数据库 · 计算机科学 2014-04-01 Minos Garofalakis , Yannis Ioannidis

This paper proposes a novel approach for modeling the problem of fault diagnosis using the Case Western Reserve University (CWRU) bearing fault dataset. Although the dataset is considered a standard reference for testing new algorithms, the…

信号处理 · 电气工程与系统科学 2024-07-23 Rodrigo Kobashikawa Rosa , Danilo Braga , Danilo Silva

Modern AI agents such as large language models are trained on diverse tasks -- translation, code generation, mathematical reasoning, and text prediction -- simultaneously. A key question is how to quantify the influence of each individual…

机器学习 · 计算机科学 2026-05-12 Zhenshuo Zhang , Minxuan Duan , Hongyang R. Zhang

We study a lightweight ledger protocol for intermittent and noisy networks, motivated by IoT and mobile settings in which partitions are common and full-history verification is impractical. Our design centers on an \emph{operational} notion…

分布式、并行与集群计算 · 计算机科学 2026-04-09 Song-Ju Kim

Reconstructing a method's change history efficiently and accurately is critical for many software engineering tasks, including maintenance, refactoring, and comprehension. Despite the availability of method history generation tools such as…

软件工程 · 计算机科学 2025-10-16 Shahidul Islam , Ashik Aowal , Md Sharif Uddin , Shaiful Chowdhury

Current AI-assisted innovation systems typically apply a single ideation methodology (such as TRIZ or Design Thinking) using sequential prompt-based workflows that do not preserve intermediate reasoning structure. As a result, insights…

人工智能 · 计算机科学 2026-05-14 Joy Bose

Marketing is an important mechanism to increase user engagement and improve platform revenue, and heterogeneous causal learning can help develop more effective strategies. Most decision-making problems in marketing can be formulated as…

机器学习 · 计算机科学 2022-12-01 Hao Zhou , Shaoming Li , Guibin Jiang , Jiaqi Zheng , Dong Wang

AI workloads incur frequent failures and incidents from the underlying infrastructure. The current incident management workflow follows a provider-centric paradigm, where users report incidents to the infrastructure provider who then…

软件工程 · 计算机科学 2026-05-08 Yitao Yang , Yangtao Deng , Yifan Xiong , Baochun Li , Hong Xu , Peng Cheng

In this paper, a method for efficient scheduling to obtain optimum job throughput in a distributed campus grid environment is presented; Traditional job schedulers determine job scheduling using user and job resource attributes. User…

分布式、并行与集群计算 · 计算机科学 2010-07-15 Srirangam V Addepallil , Per Andersen , George L Barnes

As software systems grow in scale and complexity, understanding the distribution of programming language topics within source code becomes increasingly important for guiding technical decisions, improving onboarding, and informing tooling…

软件工程 · 计算机科学 2025-09-26 Michael Zhang , Yuan Tian , Mariam Guizani

Modern graph or network datasets often contain rich structure that goes beyond simple pairwise connections between nodes. This calls for complex representations that can capture, for instance, edges of different types as well as so-called…

社会与信息网络 · 计算机科学 2020-02-19 Ilya Amburg , Nate Veldt , Austin R. Benson