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Recommender systems play a significant role in information filtering and have been utilized in different scenarios, such as e-commerce and social media. With the prosperity of deep learning, deep recommender systems show superior…

信息检索 · 计算机科学 2023-01-03 Ruiqi Zheng , Liang Qu , Bin Cui , Yuhui Shi , Hongzhi Yin

Music Recommendation Systems (MRSs) are a cornerstone of modern streaming platforms. Existing recommendation models, spanning both recall and ranking stages, predominantly rely on collaborative filtering, which fails to exploit the…

信息检索 · 计算机科学 2026-04-24 Yizhi Zhou , Jia-Qi Yang , De-Chuan Zhan , Da-Wei Zhou

The Collaborative Task Sequencing and Multi-Agent Path Finding (CTS-MAPF) problem requires agents to accomplish sequences of tasks while avoiding collisions, posing significant challenges due to its combinatorial complexity. This work…

机器人学 · 计算机科学 2026-03-27 Junkai Jiang , Yitao Xu , Ruochen Li , Shaobing Xu , Jianqiang Wang

Recommender systems are increasingly used to predict and serve content that aligns with user taste, yet the task of matching new users with relevant content remains a challenge. We consider podcasting to be an emerging medium with rapid…

Parallel combinations of adaptive filters have been effectively used to improve the performance of adaptive algorithms and address well-known trade-offs, such as convergence rate vs. steady-state error. Nevertheless, typical combinations…

最优化与控制 · 数学 2017-11-21 Luiz F. O. Chamon , Cassio G. Lopes

In this paper, the dataset used for the data challenge organised by Conference on Sound and Music Technology (CSMT) is introduced. The CSMT data challenge requires participants to identify whether a given piece of melody is generated by…

声音 · 计算机科学 2021-12-02 Shengchen Li , Yinji Jing , György Fazekas

Recent work has made significant progress in helping users to automate single data preparation steps, such as string-transformations and table-manipulation operators (e.g., Join, GroupBy, Pivot, etc.). We in this work propose to automate…

数据库 · 计算机科学 2021-08-05 Junwen Yang , Yeye He , Surajit Chaudhuri

Adaptive Resonance Theory (ART) is considered as an effective approach for realizing continual learning thanks to its ability to handle the plasticity-stability dilemma. In general, however, the clustering performance of ART-based…

机器学习 · 计算机科学 2022-07-08 Naoki Masuyama , Narito Amako , Yuna Yamada , Yusuke Nojima , Hisao Ishibuchi

Continual Federated Learning (CFL) allows distributed devices to collaboratively learn novel concepts from continuously shifting training data while avoiding knowledge forgetting of previously seen tasks. To tackle this challenge, most…

机器学习 · 计算机科学 2025-05-16 Yichen Li , Yuying Wang , Haozhao Wang , Yining Qi , Tianzhe Xiao , Ruixuan Li

Entity Resolution (ER) is typically implemented as a batch task that processes all available data before identifying duplicate records. However, applications with time or computational constraints, e.g., those running in the cloud, require…

数据库 · 计算机科学 2025-03-12 Jakub Maciejewski , Konstantinos Nikoletos , George Papadakis , Yannis Velegrakis

Tabular data synthesis is a long-standing research topic in machine learning. Many different methods have been proposed over the past decades, ranging from statistical methods to deep generative methods. However, it has not always been…

机器学习 · 计算机科学 2023-05-30 Jayoung Kim , Chaejeong Lee , Noseong Park

As music has become more available especially on music streaming platforms, people have started to have distinct preferences to fit to their varying listening situations, also known as context. Hence, there has been a growing interest in…

声音 · 计算机科学 2022-11-15 Karim M. Ibrahim , Elena V. Epure , Geoffroy Peeters , Gaël Richard

Precise recommendation of followers helps in improving the user experience and maintaining the prosperity of twitter and microblog platforms. In this paper, we design a hybrid recommender system of microblog as a solution of KDD Cup 2012,…

信息检索 · 计算机科学 2015-12-01 Yingzhen Li , Ye Zhang

The recent program development industries have required problem-solving abilities for engineers, especially application developers. However, AI-based education systems to help solve computer algorithm problems have not yet attracted…

计算与语言 · 计算机科学 2024-10-15 Juntae Kim , Eunjung Cho , Dongbin Na

This paper summarizes the ICASSP 2026 Automatic Song Aesthetics Evaluation (ASAE) Challenge, which focuses on predicting the subjective aesthetic scores of AI-generated songs. The challenge consists of two tracks: Track 1 targets the…

音频与语音处理 · 电气工程与系统科学 2026-01-13 Guobin Ma , Yuxuan Xia , Jixun Yao , Huixin Xue , Hexin Liu , Shuai Wang , Hao Liu , Lei Xie

Collaborative filtering is an important technique for recommendation. Whereas it has been repeatedly shown to be effective in previous work, its performance remains unsatisfactory in many real-world applications, especially those where the…

信息检索 · 计算机科学 2018-08-15 Zhiyu Min , Dahua Lin

In this work, we attempt to solve the Hit Song Science problem, which aims to predict which songs will become chart-topping hits. We constructed a dataset with approximately 1.8 million hit and non-hit songs and extracted their audio…

信息检索 · 计算机科学 2019-09-20 Kai Middlebrook , Kian Sheik

In this paper, a non-iterative spatio-temporal multi-task assignment approach is used for playing piano music by a team of robots. This paper considers the piano playing problem, in which an algorithm needs to compute the trajectories for a…

机器人学 · 计算机科学 2023-02-20 Shridhar Velhal , Krishna Kishore VS , Suresh Sundaram

Table integration aims to create a comprehensive table by consolidating tuples containing relevant information. In this work, we investigate the challenge of integrating multiple tables from a data lake, focusing on three core tasks: 1)…

数据库 · 计算机科学 2025-04-15 Daomin Ji , Hui Luo , Zhifeng Bao , Shane Culpepper