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Coupon distribution is a critical marketing strategy used by online platforms to boost revenue and enhance user engagement. Regrettably, existing coupon distribution strategies fall far short of effectively leveraging the complex sequential…

Machine Learning · Computer Science 2026-02-03 Li Kong , Bingzhe Wang , Zhou Chen , Suhan Hu , Yuchao Ma , Qi Qi , Suoyuan Song , Bicheng Jin

In order for an e-commerce platform to maximize its revenue, it must recommend customers items they are most likely to purchase. However, the company often has business constraints on these items, such as the number of each item in stock.…

Optimization and Control · Mathematics 2019-11-19 Andrea Boskovic , Qinyi Chen , Dominik Kufel , Zijie Zhou

Predicting a user's next search query from recent interaction behaviors is a critical problem in modern e-commerce systems, particularly in scenarios where user intent evolves rapidly. Large Language Models (LLMs) offer strong semantic…

Information Retrieval · Computer Science 2026-05-07 Bin Zhang , Weipeng Huang , Dimin Wang , Jialin Zhu , Yuning Jiang , Zhaode Wang , Chengfei Lv , Jian Wang , Qichao Ma , Li Chen , Junqing Wu , Yipeng Yu

User intent understanding is a crucial step in designing both conversational agents and search engines. Detecting or inferring user intent is challenging, since the user utterances or queries can be short, ambiguous, and contextually…

Information Retrieval · Computer Science 2020-07-09 Ali Ahmadvand

This study aims to inspect and evaluate the integration of database queries and their use in e-commerce product searches. It has been observed that e-commerce is one of the most prominent trends, which have been emerged in the business…

Databases · Computer Science 2017-07-04 Mohd Muntjir , Ahmad Tasnim Siddiqui

Current research on Internet of Things (IoT) mainly focuses on how to enable general objects to see, hear, and smell the physical world for themselves, and make them connected to share the observations. In this paper, we argue that only…

Artificial Intelligence · Computer Science 2014-03-12 Qihui Wu , Guoru Ding , Yuhua Xu , Shuo Feng , Zhiyong Du , Jinlong Wang , Keping Long

E-Commerce marketplaces support millions of daily transactions, and some disagreements between buyers and sellers are unavoidable. Resolving disputes in an accurate, fast, and fair manner is of great importance for maintaining a trustworthy…

Computation and Language · Computer Science 2021-11-01 David Tsurel , Michael Doron , Alexander Nus , Arnon Dagan , Ido Guy , Dafna Shahaf

In the realm of e-commerce search, the significance of semantic matching cannot be overstated, as it directly impacts both user experience and company revenue. Along this line, query rewriting, serving as an important technique to bridge…

Information Retrieval · Computer Science 2024-03-05 Wenjun Peng , Guiyang Li , Yue Jiang , Zilong Wang , Dan Ou , Xiaoyi Zeng , Derong Xu , Tong Xu , Enhong Chen

As e-commerce rapidly integrates artificial intelligence for content creation and product recommendations, these technologies offer significant benefits in personalization and efficiency. AI-driven systems automate product descriptions,…

Computers and Society · Computer Science 2025-06-24 Aditi Madhusudan Jain , Ayush Jain

Pre-search query recommendation, widely known as HintQ on Taobao's homepage, plays a vital role in intent capture and demand discovery, yet traditional methods suffer from shallow semantics, poor cold-start performance and low serendipity…

Information Retrieval · Computer Science 2026-03-23 Jingcao Xu , Jianyun Zou , Renkai Yang , Zili Geng , Qiang Liu , Haihong Tang

Product classification is the task of automatically predicting a taxonomy path for a product in a predefined taxonomy hierarchy given a textual product description or title. For efficient product classification we require a suitable…

Artificial Intelligence · Computer Science 2016-07-26 Vivek Gupta , Harish Karnick , Ashendra Bansal , Pradhuman Jhala

Large-scale e-commerce sites can collect and analyze a large number of user preferences and behaviors, and thus can recommend highly trusted products to users. However, it is very difficult for individuals or non-corporate groups to obtain…

Information Retrieval · Computer Science 2021-12-20 Weijian Li , Masato Kikuchi , Tadachika Ozono

Click-through rates prediction is critical in modern advertising systems, where ranking relevance and user engagement directly impact platform efficiency and business value. In this project, we explore how to model CTR more effectively…

Machine Learning · Computer Science 2025-12-01 Hongyu Yang , Chunxi Wen , Jiyin Zhang , Nanfei Shen , Shijiao Zhang , Xiyan Han

Product ranking is a crucial component for many e-commerce services. One of the major challenges in product search is the vocabulary mismatch between query and products, which may be a larger vocabulary gap problem compared to other…

Information Retrieval · Computer Science 2022-04-04 Xuyang Wu , Alessandro Magnani , Suthee Chaidaroon , Ajit Puthenputhussery , Ciya Liao , Yi Fang

The popularity of e-commerce platforms continues to grow. Being able to understand, and predict customer behavior is essential for customizing the user experience through personalized result presentations, recommendations, and special…

Information Retrieval · Computer Science 2020-12-17 Mariya Hendriksen , Ernst Kuiper , Pim Nauts , Sebastian Schelter , Maarten de Rijke

Showing relevant search results to the user is the primary challenge for any search system. Walmart e-commerce provides an omnichannel search platform to its customers to search from millions of products. This search platform takes a…

Information Retrieval · Computer Science 2021-09-21 Suhas Ranganath , Shibsankar Das , Sanjay Thilaivasan , Shipra Agarwal , Varun Shrivastava

E-Commerce offers the banking industry great opportunity, but also creates a set of new risks and vulnerability such as security threats. Information security, therefore, is an essential management and technical requirement for any…

Cryptography and Security · Computer Science 2010-05-25 Raju Barskar , Anjana Jayant Deen , Jyoti Bharti , Gulfishan Firdose Ahmed

Recent advances in embodied agents with multimodal perception and reasoning capabilities based on large vision-language models (LVLMs), excel in autonomously interacting either real or cyber worlds, helping people make intelligent decisions…

Artificial Intelligence · Computer Science 2025-02-19 Jiaqi Zhang , Chen Gao , Liyuan Zhang , Yong Li , Hongzhi Yin

Supply and demand are two fundamental concepts of sellers and customers. Predicting demand accurately is critical for organizations in order to be able to make plans. In this paper, we propose a new approach for demand prediction on an…

Machine Learning · Computer Science 2022-11-03 Resul Tugay , Sule Gunduz Oguducu

In Taobao, the largest e-commerce platform in China, billions of items are provided and typically displayed with their images. For better user experience and business effectiveness, Click Through Rate (CTR) prediction in online advertising…

Computer Vision and Pattern Recognition · Computer Science 2018-09-05 Tiezheng Ge , Liqin Zhao , Guorui Zhou , Keyu Chen , Shuying Liu , Huimin Yi , Zelin Hu , Bochao Liu , Peng Sun , Haoyu Liu , Pengtao Yi , Sui Huang , Zhiqiang Zhang , Xiaoqiang Zhu , Yu Zhang , Kun Gai