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Personalized recommender systems fulfill the daily demands of customers and boost online businesses. The goal is to learn a policy that can generate a list of items that matches the user's demand or interest. While most existing methods…

信息检索 · 计算机科学 2023-06-12 Shuchang Liu , Qingpeng Cai , Zhankui He , Bowen Sun , Julian McAuley , Dong Zheng , Peng Jiang , Kun Gai

Group Recommender Systems (GRSs) have been studied and developed for more than twenty years. However, their application and usage has not grown. They can even be labeled as failures, if compared to the very successful and common recommender…

信息检索 · 计算机科学 2025-04-09 Francesco Ricci , Amra Delić

Online processing of compressed videos to increase their resolutions attracts increasing and broad attention. Video Super-Resolution (VSR) using recurrent neural network architecture is a promising solution due to its efficient modeling of…

计算机视觉与模式识别 · 计算机科学 2022-10-18 Hengsheng Zhang , Xueyi Zou , Jiaming Guo , Youliang Yan , Rong Xie , Li Song

The Probability Ranking Principle (PRP) has been considered as the foundational standard in the design of information retrieval (IR) systems. The principle requires an IR module's returned list of results to be ranked with respect to the…

信息检索 · 计算机科学 2024-05-09 Kai Zheng , Haijun Zhao , Rui Huang , Beichuan Zhang , Na Mou , Yanan Niu , Yang Song , Hongning Wang , Kun Gai

Recommender systems (RSs) have emerged as very useful tools to help customers with their decision-making process, find items of their interest, and alleviate the information overload problem. There are two different lines of approaches in…

信息检索 · 计算机科学 2021-07-06 Shahpar Yakhchi

Since the introduction of NeRFs, considerable attention has been focused on improving their training and inference times, leading to the development of Fast-NeRFs models. Despite demonstrating impressive rendering speed and quality, the…

计算机视觉与模式识别 · 计算机科学 2024-10-08 Francesco Di Sario , Riccardo Renzulli , Enzo Tartaglione , Marco Grangetto

Reranking is a critical component of modern retrieval systems, which typically pair an efficient first-stage retriever with a more expressive model to refine results. While large reasoning models have driven rapid progress in text-centric…

信息检索 · 计算机科学 2026-02-04 Tyler Skow , Alexander Martin , Benjamin Van Durme , Rama Chellappa , Reno Kriz

Recommender Systems (RS) currently represent a fundamental tool in online services, especially with the advent of Online Social Networks (OSN). In this case, users generate huge amounts of contents and they can be quickly overloaded by…

信息检索 · 计算机科学 2023-07-06 Mattia Giovanni Campana , Franca Delmastro

In this paper, we propose a preference-aware cooperative video streaming system for videos encoded using Scalable Video Coding (SVC) where all the collaborating users are interested in watching a video together on a shared screen. However,…

网络与互联网体系结构 · 计算机科学 2018-10-01 Anis Elgabli , Muhamad Felemban , Vaneet Aggarwal

Recently, several dense retrieval (DR) models have demonstrated competitive performance to term-based retrieval that are ubiquitous in search systems. In contrast to term-based matching, DR projects queries and documents into a dense vector…

信息检索 · 计算机科学 2022-06-28 Sebastian Hofstätter , Nick Craswell , Bhaskar Mitra , Hamed Zamani , Allan Hanbury

Recent years have witnessed the fast development of the emerging topic of Graph Learning based Recommender Systems (GLRS). GLRS employ advanced graph learning approaches to model users' preferences and intentions as well as items'…

The purpose of this paper is to explore a multi-modal approach to enhancing live broadcast engagement by developing a short video recommendation system that incorporates Multi-modal Graph Convolutional Networks (MMGCN) with user…

信息检索 · 计算机科学 2025-09-30 Saeid Aghasoleymani Najafabadi , Elaheh Nabavi Nia

3D Gaussian Splatting (3DGS) has emerged as a high-fidelity and efficient paradigm for online free-viewpoint video (FVV) reconstruction, offering viewers rapid responsiveness and immersive experiences. However, existing online methods face…

计算机视觉与模式识别 · 计算机科学 2025-11-17 Jiacong Chen , Qingyu Mao , Youneng Bao , Xiandong Meng , Fanyang Meng , Ronggang Wang , Yongsheng Liang

The panoramic video is widely used to build virtual reality (VR) and is expected to be one of the next generation Killer-Apps. Transmitting panoramic VR videos is a challenging task because of two problems: 1) panoramic VR videos are…

多媒体 · 计算机科学 2017-04-24 Lun Wang , Damai Dai , Jie Jiang , Tong Yang , Xiaoke Jiang , Zekun Cai , Yang Li , Xiaoming Li

The serverless and functions as a service (FaaS) paradigms are currently trending among cloud providers and are now increasingly being applied to the network edge, and to the Internet of Things (IoT) devices. The benefits include reduced…

网络与互联网体系结构 · 计算机科学 2021-03-23 Pekka Karhula , Jan Janak , Henning Schulzrinne

Caching has recently attracted a lot of attention in the wireless communications community, as a means to cope with the increasing number of users consuming web content from mobile devices. Caching offers an opportunity for a win-win…

网络与互联网体系结构 · 计算机科学 2019-05-14 Theodoros Giannakas , Thrasyvoulos Spyropoulos , Pavlos Sermpezis

This paper presents a Brownian-approximation framework to optimize the quality of experience (QoE) for real-time video streaming in wireless networks. In real-time video streaming, one major challenge is to tackle the natural tension…

网络与互联网体系结构 · 计算机科学 2020-10-26 Ping-Chun Hsieh , Xi Liu , I-Hong Hou

This paper investigates how large language models (LLMs) can enhance recommender systems, with a specific focus on Conversational Recommender Systems that leverage user preferences and personalised candidate selections from existing ranking…

信息检索 · 计算机科学 2023-09-08 Mateo Gutierrez Granada , Dina Zilbershtein , Daan Odijk , Francesco Barile

As the number of Web services with the same or similar functions increases steadily on the Internet, nowadays more and more service consumers pay great attention to the non-functional properties of Web services, also known as quality of…

信息检索 · 计算机科学 2015-01-20 Mingming Chen , Yutao Ma

Recently, short video platforms have achieved rapid user growth by recommending interesting content to users. The objective of the recommendation is to optimize user retention, thereby driving the growth of DAU (Daily Active Users).…

机器学习 · 计算机科学 2023-02-14 Qingpeng Cai , Shuchang Liu , Xueliang Wang , Tianyou Zuo , Wentao Xie , Bin Yang , Dong Zheng , Peng Jiang , Kun Gai