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Invoice or payment dilution is the gap between the approved invoice amount and the actual collection is a significant source of non credit risk and margin loss in supply chain finance. Traditionally, this risk is managed through the buyer's…

人工智能 · 计算机科学 2026-02-18 Pavel Koptev , Vishnu Kumar , Konstantin Malkov , George Shapiro , Yury Vikhanov

With the popularity of the Internet, traditional offline resource allocation has evolved into a new form, called online resource allocation. It features the online arrivals of agents in the system and the real-time decision-making…

人工智能 · 计算机科学 2020-12-17 Yifan Xu , Pan Xu , Jianping Pan , Jun Tao

Many payment platforms hold large-scale marketing campaigns, which allocate incentives to encourage users to pay through their applications. To maximize the return on investment, incentive allocations are commonly solved in a two-stage…

机器学习 · 计算机科学 2022-01-03 Xuanying Chen , Zhining Liu , Li Yu , Sen Li , Lihong Gu , Xiaodong Zeng , Yize Tan , Jinjie Gu

In most real-world large-scale online applications (e.g., e-commerce or finance), customer acquisition is usually a multi-step conversion process of audiences. For example, an impression->click->purchase process is usually performed of…

人工智能 · 计算机科学 2021-05-25 Dongbo Xi , Zhen Chen , Peng Yan , Yinger Zhang , Yongchun Zhu , Fuzhen Zhuang , Yu Chen

Online Internet platforms require sophisticated marketing strategies to optimize user retention and platform revenue -- a classical resource allocation problem. Traditional solutions adopt a two-stage pipeline: machine learning (ML) for…

机器学习 · 计算机科学 2025-10-23 Shuli Zhang , Hao Zhou , Jiaqi Zheng , Guibin Jiang , Bing Cheng , Wei Lin , Guihai Chen

In several applications of real-time matching of demand to supply in online marketplaces, the platform allows for some latency to batch the demand and improve the efficiency. Motivated by these applications, we study the optimal trade-off…

数据结构与算法 · 计算机科学 2022-12-01 Yiding Feng , Rad Niazadeh

In this paper, we introduce a new online scheduling framework for minimizing total weighted completion time in a general setting. The framework is inspired by the work of Hall et al. [Mathematics of Operations Research, Vol 22(3):513-544,…

数据结构与算法 · 计算机科学 2017-04-25 Samir Khuller , Jingling Li , Pascal Sturmfels , Kevin Sun , Prayaag Venkat

We investigate an optimization problem in a queueing system where the service provider selects the optimal service fee p and service capacity \mu to maximize the cumulative expected profit (the service revenue minus the capacity cost and…

最优化与控制 · 数学 2025-08-12 Xinyun Chen , Guiyu Hong , Yunan Liu

Real-time bidding (RTB) plays a pivotal role in online advertising ecosystems. Advertisers employ strategic bidding to optimize their advertising impact while adhering to various financial constraints, such as the return-on-investment (ROI)…

人工智能 · 计算机科学 2024-12-30 Shenghong He , Chao Yu

Warehouse automation plays a pivotal role in enhancing operational efficiency, minimizing costs, and improving resilience to workforce variability. While prior research has demonstrated the potential of machine learning (ML) models to…

机器人学 · 计算机科学 2025-06-12 Shuai Li , Azarakhsh Keipour , Sicong Zhao , Srinath Rajagopalan , Charles Swan , Kostas E. Bekris

Generative recommendation (GR) has recently emerged as a promising paradigm for industrial recommendations. GR leverages Semantic IDs (SIDs) to reduce the encoding-decoding space and employs the Next Token Prediction (NTP) framework to…

信息检索 · 计算机科学 2026-04-06 Changhao Li , Junwei Yin , Zhilin Zeng , Senjie Kou , Shuli Wang , Wenshuai Chen , Yinhua Zhu , Haitao Wang , Xingxing Wang

Delivery of items from the producer to the consumer has experienced significant growth over the past decade and has been greatly fueled by the recent pandemic. Amazon Fresh, Shopify, UberEats, InstaCart, and DoorDash are rapidly growing and…

机器学习 · 计算机科学 2024-02-13 Ashman Mehra , Snehanshu Saha , Vaskar Raychoudhury , Archana Mathur

One of the most relevant challenges regarding on-demand ridepooling relates to the spatial imbalances of the demand, which induce a mismatch between the position of the vehicles and the origins of the emerging requests. Most ridepooling…

系统与控制 · 电气工程与系统科学 2021-06-29 Andres Fielbaum , Maximilian Kronmuller , Javier Alonso-Mora

With the escalating demand for meal delivery services, this study delves into the Meal Delivery Routing Problem (MDRP) within the context of last-mile logis-tics. Focusing on the critical aspects of courier allocation and order fulfillment,…

机器人学 · 计算机科学 2024-08-14 Daniel Giraldo-Herrera , David Álvarez-Martínez

We consider the problem of jointly optimizing users' offloading decisions, communication and computing resource allocation in a sliced multi-cell mobile edge computing (MEC) network. We minimize the weighted sum of the gap between the…

信息论 · 计算机科学 2021-01-12 Sheyda Zarandi , Hina Tabassum

Ads allocation, which involves allocating ads and organic items to limited slots in feed with the purpose of maximizing platform revenue, has become a research hotspot. Notice that, e-commerce platforms usually have multiple entrances for…

信息检索 · 计算机科学 2022-08-12 Ze Wang , Guogang Liao , Xiaowen Shi , Xiaoxu Wu , Chuheng Zhang , Bingqi Zhu , Yongkang Wang , Xingxing Wang , Dong Wang

Bi-modal delivery systems are a promising solution to the challenges posed by the increasing demand of e-commerce. Due to the potential benefit drones can have on logistics networks such as delivery systems, some countries have taken steps…

最优化与控制 · 数学 2022-06-10 Mark Beliaev , Negar Mehr , Ramtin Pedarsani

We consider the problem of scheduling in multi-class, parallel-server queuing systems with uncertain rewards from job-server assignments. In this scenario, jobs incur holding costs while awaiting completion, and job-server assignments yield…

机器学习 · 计算机科学 2025-08-15 Jung-hun Kim , Milan Vojnovic

Motivated by distribution problems arising in the supply chain of Haleon, we investigate a discrete optimization problem that we call the "container delivery scheduling problem". The problem models a supplier dispatching ordered products…

最优化与控制 · 数学 2023-07-03 Anna Collins , Dimitrios Letsios , Gueorgui Mihaylov

The requirements of modern production systems together with more advanced robotic technologies have fostered the integration of teams comprising humans and autonomous robots. However, along with the potential benefits also comes the…

机器人学 · 计算机科学 2022-10-26 Martina Lippi , Paolo Di Lillo , Alessandro Marino