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In music recommendation systems, multimodal interest learning is pivotal, which allows the model to capture nuanced preferences, including textual elements such as lyrics and various musical attributes such as different instruments and…

信息检索 · 计算机科学 2025-08-29 Shijia Wang , Tianpei Ouyang , Qiang Xiao , Dongjing Wang , Yintao Ren , Songpei Xu , Da Guo , Chuanjiang Luo

Conversational understanding is an integral part of modern intelligent devices. In a large fraction of the global traffic from customers using smart digital assistants, frictions in dialogues may be attributed to incorrect understanding of…

机器学习 · 计算机科学 2022-10-25 Niranjan Uma Naresh , Ziyan Jiang , Ankit , Sungjin Lee , Jie Hao , Xing Fan , Chenlei Guo

Live streaming commerce has become a prominent form of broadcasting in the modern era. To facilitate more efficient and convenient product promotions for streamers, we present Click-to-Ask, an AI-driven assistant for live streaming commerce…

计算机视觉与模式识别 · 计算机科学 2026-03-20 Ruizhi Yu , Keyang Zhong , Peng Liu , Qi Wu , Haoran Zhang , Yanhao Zhang , Chen Chen , Haonan Lu

The goal of session-based recommendation in E-commerce is to predict the next item that an anonymous user will purchase based on the browsing and purchase history. However, constructing global or local transition graphs to supplement…

信息检索 · 计算机科学 2023-12-29 Xin Liu , Zheng Li , Yifan Gao , Jingfeng Yang , Tianyu Cao , Zhengyang Wang , Bing Yin , Yangqiu Song

When working on digital devices, people often face distractions that can lead to a decline in productivity and efficiency, as well as negative psychological and emotional impacts. To address this challenge, we introduce a novel Artificial…

人机交互 · 计算机科学 2026-03-03 Juheon Choi , Juyong Lee , Jian Kim , Chanyoung Kim , Taywon Min , W. Bradley Knox , Min Kyung Lee , Kimin Lee

In this paper we propose that recommendation systems (RSs) for multimedia services should be "QoS-aware", i.e., take into account the expected QoS with which a content can be delivered, to increase the user satisfaction. Network-aware…

Recommender systems are embracing conversational technologies to obtain user preferences dynamically, and to overcome inherent limitations of their static models. A successful Conversational Recommender System (CRS) requires proper handling…

信息检索 · 计算机科学 2020-02-24 Wenqiang Lei , Xiangnan He , Yisong Miao , Qingyun Wu , Richang Hong , Min-Yen Kan , Tat-Seng Chua

Functionality is of utmost importance to customers when they purchase products. However, it is unclear to customers whether a product can really satisfy their needs on functions. Further, missing functions may be intentionally hidden by the…

计算与语言 · 计算机科学 2017-12-07 Hu Xu , Sihong Xie , Lei Shu , Philip S. Yu

E-commerce is shifting from search-based shopping to agentic purchasing. Rather than relying on keywords, AI shopping agents learn customer preferences through targeted multi-round conversations and then recommend a tailored set of…

计算机科学与博弈论 · 计算机科学 2026-03-24 Shengyu Cao , Ming Hu

Nowadays, almost all the online orders were placed through screened devices such as mobile phones, tablets, and computers. With the rapid development of the Internet of Things (IoT) and smart appliances, more and more screenless smart…

计算机视觉与模式识别 · 计算机科学 2019-05-21 Yongshun Gong , Jinfeng Yi , Dongdong Chen , Jian Zhang , Jiayu Zhou , Zhihua Zhou

User preferences for items can be inferred from either explicit feedback, such as item ratings, or implicit feedback, such as rental histories. Research in collaborative filtering has concentrated on explicit feedback, resulting in the…

机器学习 · 计算机科学 2015-03-19 Andriy Mnih , Yee Whye Teh

Proactive robot assistance enables a robot to anticipate and provide for a user's needs without being explicitly asked. We formulate proactive assistance as the problem of the robot anticipating temporal patterns of object movements…

机器人学 · 计算机科学 2023-09-13 Maithili Patel , Sonia Chernova

Voice-based systems like Amazon Alexa, Google Assistant, and Apple Siri, along with the growing popularity of OpenAI's ChatGPT and Microsoft's Copilot, serve diverse populations, including visually impaired and low-literacy communities.…

人机交互 · 计算机科学 2024-09-04 Sachin Pathiyan Cherumanal , Falk Scholer , Johanne R. Trippas , Damiano Spina

Predicting future consumer behaviour is one of the most challenging problems for large scale retail firms. Accurate prediction of consumer purchase pattern enables better inventory planning and efficient personalized marketing strategies.…

机器学习 · 计算机科学 2020-10-15 Ankur Verma

We present a methodology to systematically test conversational recommender systems with regards to conversational breakdowns. It involves examining conversations generated between the system and simulated users for a set of pre-defined…

信息检索 · 计算机科学 2024-05-24 Nolwenn Bernard , Krisztian Balog

Instruments such as eye-tracking devices have contributed to understanding how users interact with screen-based search engines. However, user-system interactions in audio-only channels -- as is the case for Spoken Conversational Search…

Online reviews are often our first port of call when considering products and purchases online. When evaluating a potential purchase, we may have a specific query in mind, e.g. `will this baby seat fit in the overhead compartment of a 747?'…

信息检索 · 计算机科学 2015-12-23 Julian McAuley , Alex Yang

Recommendation systems are an important units in today's e-commerce applications, such as targeted advertising, personalized marketing and information retrieval. In recent years, the importance of contextual information has motivated…

信息检索 · 计算机科学 2016-07-29 Tal Hadad

We frame Question Answering (QA) as a Reinforcement Learning task, an approach that we call Active Question Answering. We propose an agent that sits between the user and a black box QA system and learns to reformulate questions to elicit…

Quality of Service (QoS) prediction is one of the most fundamental problems in service computing and personalized recommendation. In the problem, there is a set of users and services, each associated with a set of descriptive features.…

机器学习 · 计算机科学 2026-02-24 Kecheng Cai , Chao Peng , Chenyang Xu , Xia Chen , Yi Wang , Shuo Shi , Qiyuan Liang