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This paper presents $\mu\text{KG}$, an open-source Python library for representation learning over knowledge graphs. $\mu\text{KG}$ supports joint representation learning over multi-source knowledge graphs (and also a single knowledge…

计算与语言 · 计算机科学 2022-07-29 Xindi Luo , Zequn Sun , Wei Hu

A skilled live-commerce host is not merely a narrator, but a sales agent who converts viewer curiosity into purchase intent through expert product knowledge, emotionally intelligent response tactics, and entertainment that serves as a…

人工智能 · 计算机科学 2026-05-15 Yuyan Chen

Graph-based multi-task learning at billion-scale presents a significant challenge, as different tasks correspond to distinct billion-scale graphs. Traditional multi-task learning methods often neglect these graph structures, relying solely…

信息检索 · 计算机科学 2026-01-09 Hongyu Yao , Zijin Hong , Hao Chen , Zhiqing Li , Qijie Shen , Zuobin Ying , Qihua Feng , Huan Gong , Feiran Huang

Social media, professional sports, and video games are driving rapid growth in live video streaming, on platforms such as Twitch and YouTube Live. Live streaming experience is very susceptible to short-time-scale network congestion since…

网络与互联网体系结构 · 计算机科学 2021-12-07 Sharat Chandra Madanapalli , Alex Mathai , Hassan Habibi Gharakheili , Vijay Sivaraman

As one of the main solutions to the information overload problem, recommender systems are widely used in daily life. In the recent emerging micro-video recommendation scenario, micro-videos contain rich multimedia information, involving…

信息检索 · 计算机科学 2022-05-31 Breda Lim , Shubhi Bansal , Ahmed Buru , Kayla Manthey

Seeking dietary guidance often requires navigating complex professional knowledge while accommodating individual health conditions. Knowledge Graphs (KGs) offer structured and interpretable nutritional information, whereas Large Language…

人机交互 · 计算机科学 2025-04-22 Fan Gao , Xinjie Zhao , Ding Xia , Zhongyi Zhou , Rui Yang , Jinghui Lu , Hang Jiang , Chanjun Park , Irene Li

This paper presents StreamChat, a novel approach that enhances the interaction capabilities of Large Multimodal Models (LMMs) with streaming video content. In streaming interaction scenarios, existing methods rely solely on visual…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Jihao Liu , Zhiding Yu , Shiyi Lan , Shihao Wang , Rongyao Fang , Jan Kautz , Hongsheng Li , Jose M. Alvare

Knowledge graphs (KGs) serve as powerful tools for organizing and representing structured knowledge. While their utility is widely recognized, challenges persist in their automation and completeness. Despite efforts in automation and the…

人工智能 · 计算机科学 2024-05-07 Mutahira Khalid , Raihana Rahman , Asim Abbas , Sushama Kumari , Iram Wajahat , Syed Ahmad Chan Bukhari

We present Streamo, a real-time streaming video LLM that serves as a general-purpose interactive assistant. Unlike existing online video models that focus narrowly on question answering or captioning, Streamo performs a broad spectrum of…

计算机视觉与模式识别 · 计算机科学 2026-04-13 Jiaer Xia , Peixian Chen , Mengdan Zhang , Xing Sun , Kaiyang Zhou

Multi-behavioral recommendation optimizes user experiences by providing users with more accurate choices based on their diverse behaviors, such as view, add to cart, and purchase. Current studies on multi-behavioral recommendation mainly…

信息检索 · 计算机科学 2024-04-19 Shunpan Liang , Junjie Zhao , Chen Li , Yu Lei

Knowledge graph (KG) based Collaborative Filtering is an effective approach to personalizing recommendation systems for relatively static domains such as movies and books, by leveraging structured information from KG to enrich both item and…

信息检索 · 计算机科学 2022-04-05 Weizhe Lin , Linjun Shou , Ming Gong , Pei Jian , Zhilin Wang , Bill Byrne , Daxin Jiang

Solving cold-start problems is indispensable to provide meaningful recommendation results for new users and items. Under sparsely observed data, unobserved user-item pairs are also a vital source for distilling latent users' information…

信息检索 · 计算机科学 2020-11-11 Riku Togashi , Mayu Otani , Shin'ichi Satoh

Multi-modal knowledge graph reasoning (MMKGR) aims to predict the missing links by exploiting both graph structure information and multi-modal entity contents. Most existing works are designed for a transductive setting, which learns…

计算与语言 · 计算机科学 2026-02-19 Yichi Zhang , Zhuo Chen , Lingbing Guo , Wen Zhang , Huajun Chen

The growing popularity of Virtual Assistants poses new challenges for Entity Resolution, the task of linking mentions in text to their referent entities in a knowledge base. Specifically, in the shopping domain, customers tend to use…

计算与语言 · 计算机科学 2021-04-15 Ying Lin , Han Wang , Jiangning Chen , Tong Wang , Yue Liu , Heng Ji , Yang Liu , Premkumar Natarajan

This project develops an online, inductive recommendation system for newly listed products on e-commerce platforms, focusing on suggesting relevant new items to customers as they purchase other products. Using the Amazon Product…

社会与信息网络 · 计算机科学 2025-06-04 Minghao Liu , Catherine Zhao , Nathan Zhou

Knowledge graph completion (KGC) aims to predict missing facts in knowledge graphs (KGs), which is crucial as modern KGs remain largely incomplete. While training KGC models on multiple aligned KGs can improve performance, previous methods…

计算与语言 · 计算机科学 2023-12-19 Wei Tang , Zhiqian Wu , Yixin Cao , Yong Liao , Pengyuan Zhou

User interactions on e-commerce platforms are inherently diverse, involving behaviors such as clicking, favoriting, adding to cart, and purchasing. The transitions between these behaviors offer valuable insights into user-item interactions,…

人工智能 · 计算机科学 2026-01-22 Hanqi Jin , Gaoming Yang , Zhangming Chan , Yapeng Yuan , Longbin Li , Fei Sun , Yeqiu Yang , Jian Wu , Yuning Jiang , Bo Zheng

Nowadays, with many e-commerce platforms conducting global business, e-commerce search systems are required to handle product retrieval under multilingual scenarios. Moreover, comparing with maintaining per-country specific e-commerce…

计算与语言 · 计算机科学 2021-05-10 Hanqing Lu , Youna Hu , Tong Zhao , Tony Wu , Yiwei Song , Bing Yin

5G communication brings substantial improvements in the quality of service provided to various applications by achieving higher throughput and lower latency. However, interactive multimedia applications (e.g., ultra high definition video…

Curating knowledge from multiple siloed sources that contain both structured and unstructured data is a major challenge in many real-world applications. Pattern matching and querying represent fundamental tasks in modern data analytics that…

数据库 · 计算机科学 2024-11-14 Sumit Purohit , George Chin , Patrick S Mackey , Joseph A Cottam