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The pursuit of improved accuracy in recommender systems has led to the incorporation of user context. Context-aware recommender systems typically handle large amounts of data which must be uploaded and stored on the cloud, putting the…

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

User-defined keyword spotting on a resource-constrained edge device is challenging. However, keywords are often bounded by a maximum keyword length, which has been largely under-leveraged in prior works. Our analysis of keyword-length…

音频与语音处理 · 电气工程与系统科学 2024-09-17 Kumari Nishu , Minsik Cho , Devang Naik

Recommender systems are one of the most successful applications of machine learning and data science. They are successful in a wide variety of application domains, including e-commerce, media streaming content, email marketing, and…

信息检索 · 计算机科学 2023-04-04 Juan Pablo Equihua , Maged Ali , Henrik Nordmark , Berthold Lausen

In sequential recommender system applications, it is important to develop models that can capture users' evolving interest over time to successfully recommend future items that they are likely to interact with. For users with long…

信息检索 · 计算机科学 2021-12-15 Aritra Ghosh , Saayan Mitra , Andrew Lan

With the recent advances in AI programming assistants such as GitHub Copilot, programming is not limited to classical programming languages anymore--programming tasks can also be expressed and solved by end-users in natural text. Despite…

软件工程 · 计算机科学 2024-12-18 Ruchit Rawal , Victor-Alexandru Pădurean , Sven Apel , Adish Singla , Mariya Toneva

The ability to collect a large dataset of human preferences from text-to-image users is usually limited to companies, making such datasets inaccessible to the public. To address this issue, we create a web app that enables text-to-image…

计算机视觉与模式识别 · 计算机科学 2023-11-27 Yuval Kirstain , Adam Polyak , Uriel Singer , Shahbuland Matiana , Joe Penna , Omer Levy

Conversational recommender systems (CRS) aim to capture user's current intentions and provide recommendations through real-time multi-turn conversational interactions. As a human-machine interactive system, it is essential for CRS to…

信息检索 · 计算机科学 2022-07-05 Shuokai Li , Yongchun Zhu , Ruobing Xie , Zhenwei Tang , Zhao Zhang , Fuzhen Zhuang , Qing He , Hui Xiong

In this article, we describe the design of two recommender systems (RS) designed to support the smoking cessation process through a mobile application. We plan to use a hybrid RS (content-based, utility-based, and demographic filtering) to…

With the increasing use of smartphones, instant messaging platforms turned into important communication tools. According to WhatsApp, more than 100 billion messages are sent each day on the app. Communication on these platforms has allowed…

社会与信息网络 · 计算机科学 2024-06-13 Philipe Melo , João M. M. Couto , Daniel Kansaon , Vitor Mafra , Júlio C. S. Reis , Fabrício Benevenuto

Effective item identifiers (IDs) are an important component for recommender systems (RecSys) in practice, and are commonly adopted in many use cases such as retrieval and ranking. IDs can encode collaborative filtering signals within…

User experience in modern content discovery applications critically depends on high-quality personalized recommendations. However, building systems that provide such recommendations presents a major challenge due to a massive pool of items,…

Situated conversational recommendation (SCR), which utilizes visual scenes grounded in specific environments and natural language dialogue to deliver contextually appropriate recommendations, has emerged as a promising research direction…

人工智能 · 计算机科学 2026-04-23 Dongding Lin , Jian Wang , Yongqi Li , Wenjie Li

The use of short text messages in social media and instant messaging has become a popular communication channel during the last years. This rising popularity has caused an increment in messaging threats such as spam, phishing or malware as…

计算与语言 · 计算机科学 2014-08-19 Alejandro Mosquera , Lamine Aouad , Slawomir Grzonkowski , Dylan Morss

Language models will inevitably err in situations with which they are unfamiliar. However, by effectively communicating uncertainties, they can still guide humans toward making sound decisions in those contexts. We demonstrate this idea by…

人工智能 · 计算机科学 2024-10-08 Lingjun Zhao , Khanh Nguyen , Hal Daumé

Stickers have become a popular form of visual communication, yet understanding their semantic relationships remains challenging due to their highly diverse and symbolic content. In this work, we formally {define the Sticker Semantic…

计算机视觉与模式识别 · 计算机科学 2025-11-10 Heng Er Metilda Chee , Jiayin Wang , Zhiqiang Guo , Weizhi Ma , Min Zhang

Smart reply systems have been developed for various messaging platforms. In this paper, we introduce Uber's smart reply system: one-click-chat (OCC), which is a key enhanced feature on top of the Uber in-app chat system. It enables…

计算与语言 · 计算机科学 2019-07-19 Yue Weng , Huaixiu Zheng , Franziska Bell , Gokhan Tur

Mobile messaging scams--fraudulent messages delivered over SMS and other mobile applications--have become a persistent and evolving security threat, yet the attributes underlying these campaigns remain unclear. This study seeks to address…

密码学与安全 · 计算机科学 2026-05-19 Allison Lu , Bernardo B. P. Medeiros , Kevin R. B. Butler , Patrick Traynor

Many web systems rank and present a list of items to users, from recommender systems to search and advertising. An important problem in practice is to evaluate new ranking policies offline and optimize them before they are deployed. We…

机器学习 · 计算机科学 2018-06-15 Shuai Li , Yasin Abbasi-Yadkori , Branislav Kveton , S. Muthukrishnan , Vishwa Vinay , Zheng Wen

In the mentor-student communication process, students often struggle to receive prompt and clear guidance from their mentors, making it challenging to determine their next steps. When mentors don't respond promptly, it can lead to student…

人机交互 · 计算机科学 2023-12-08 Yuanzhe Jin , Jiali Yu