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It has long been observed that for practically any computational problem that has been intensely studied, different instances are best solved using different algorithms. This is particularly pronounced for computationally hard problems,…

机器学习 · 计算机科学 2018-11-29 Pascal Kerschke , Holger H. Hoos , Frank Neumann , Heike Trautmann

Various forms of Peer-Learning Environments are increasingly being used in post-secondary education, often to help build repositories of student generated learning objects. However, large classes can result in an extensive repository, which…

计算机与社会 · 计算机科学 2017-04-04 Hassan Khosravi , Kendra Cooper , Kirsty Kitto

The main contribution of this paper resides in developing a new algorithmic approach for addressing the continuous-time joint replenishment problem, termed $\Psi$-pairwise alignment. The latter mechanism, through which we synchronize…

数据结构与算法 · 计算机科学 2023-02-21 Danny Segev

Selecting the right compiler optimisations has a severe impact on programs' performance. Still, the available optimisations keep increasing, and their effect depends on the specific program, making the task human intractable. Researchers…

分布式、并行与集群计算 · 计算机科学 2020-05-12 Stefano Cereda , Gianluca Palermo , Paolo Cremonesi , Stefano Doni

Generative artificial intelligence in music has made significant strides, yet it still falls short of the substantial achievements seen in natural language processing, primarily due to the limited availability of music data.…

声音 · 计算机科学 2025-08-28 Zhejing Hu , Yan Liu , Gong Chen , Bruce X. B. Yu

Many latent (factorized) models have been proposed for recommendation tasks like collaborative filtering and for ranking tasks like document or image retrieval and annotation. Common to all those methods is that during inference the items…

机器学习 · 计算机科学 2012-10-19 Jason Weston , John Blitzer

This paper presents the results of the 2025 Automatic Music Transcription (AMT) Challenge, an online competition to benchmark progress in multi-instrument transcription. Eight teams submitted valid solutions; two outperformed the baseline…

In the last few years, automated recommendation systems have been a major focus in the music field, where companies such as Spotify, Amazon, and Apple are competing in the ability to generate the most personalized music suggestions for…

信息检索 · 计算机科学 2022-05-10 Danila Rozhevskii , Jie Zhu , Boyuan Zhao

This paper presents the IMS contribution to the PolEval 2018 Shared Task. We submitted systems for both of the Subtasks of Task 1. In Subtask (A), which was about dependency parsing, we used our ensemble system from the CoNLL 2017 UD Shared…

计算与语言 · 计算机科学 2018-11-08 Agnieszka Falenska , Anders Björkelund , Xiang Yu , Jonas Kuhn

Based on a review of anecdotal beliefs, we explored patterns of track-sequencing within professional music albums. We found that songs with high levels of valence, energy and loudness are more likely to be positioned at the beginning of…

多媒体 · 计算机科学 2024-08-09 Pedro Neto , Martin Hartmann , Geoff Luck , Petri Toiviainen

In this paper we consider the collaborative ranking setting: a pool of users each provides a small number of pairwise preferences between $d$ possible items; from these we need to predict preferences of the users for items they have not yet…

机器学习 · 统计学 2015-07-17 Dohyung Park , Joe Neeman , Jin Zhang , Sujay Sanghavi , Inderjit S. Dhillon

In recent years, thanks to advances in automatic music transcription (AMT), several large-scale datasets of automatically transcribed piano solo music have been released. While these datasets undoubtedly offer extensive material for…

声音 · 计算机科学 2026-05-26 Patricia Hu , Silvan Peter , Gerhard Widmer

This paper provides an outline of the algorithms submitted for the WSDM Cup 2019 Spotify Sequential Skip Prediction Challenge (team name: mimbres). In the challenge, complete information including acoustic features and user interaction logs…

信息检索 · 计算机科学 2020-10-27 Sungkyun Chang , Seungjin Lee , Kyogu Lee

The Spotify Sequential Skip Prediction Challenge focuses on predicting if a track in a session will be skipped by the user or not. In this paper, we describe our approach to this problem and the final system that was submitted to the…

信息检索 · 计算机科学 2019-03-29 Andrés Ferraro , Dmitry Bogdanov , Xavier Serra

Continually learning in the real world must overcome many challenges, among which noisy labels are a common and inevitable issue. In this work, we present a repla-ybased continual learning framework that simultaneously addresses both…

机器学习 · 计算机科学 2021-10-18 Chris Dongjoo Kim , Jinseo Jeong , Sangwoo Moon , Gunhee Kim

The technology for generating music from textual descriptions has seen rapid advancements. However, evaluating text-to-music (TTM) systems remains a significant challenge, primarily due to the difficulty of balancing performance and cost…

声音 · 计算机科学 2025-03-25 Cheng Liu , Hui Wang , Jinghua Zhao , Shiwan Zhao , Hui Bu , Xin Xu , Jiaming Zhou , Haoqin Sun , Yong Qin

Continual Federated Learning (CFL) combines Federated Learning (FL), the decentralized learning of a central model on a number of client devices that may not communicate their data, and Continual Learning (CL), the learning of a model from…

We investigate algorithmic collective action in transformer-based recommender systems. Our use case is a music streaming platform where a collective of fans aims to promote the visibility of an underrepresented artist by strategically…

信息检索 · 计算机科学 2025-01-17 Joachim Baumann , Celestine Mendler-Dünner

We introduce a novel playlist generation algorithm that focuses on the quality of transitions using a recurrent neural network (RNN). The proposed model assumes that optimal transitions between tracks can be modelled and predicted by…

人工智能 · 计算机科学 2016-06-08 Keunwoo Choi , George Fazekas , Mark Sandler

Fragmentation is a serious problem in the Android ecosystem. This problem is mainly caused by the fast evolution of the system itself and the various customizations independently maintained by different smartphone manufacturers. Many…

软件工程 · 计算机科学 2022-06-01 Pei Liu , Yanjie Zhao , Haipeng Cai , Mattia Fazzini , John Grundy , Li Li