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A typical process of learning to play a piece on a piano consists of a progression through a series of practice units that focus on individual dimensions of the skill, the so-called practice modes. Practice modes in learning to play music…

Machine Learning · Computer Science 2024-06-10 Alexandra Moringen , Elad Vromen , Helge Ritter , Jason Friedman

For around 300 years, humans have been learning to play the modern piano either with a teacher or on their own. In recent years teaching and learning have been enhanced using augmented technologies that support novices. Other technologies…

Human-Computer Interaction · Computer Science 2022-04-15 Jordan Aiko Deja , Sven Mayer , Klen Čopič Pucihar , Matjaž Kljun

The task of learning the piano has been a centuries-old challenge for novices, experts and technologists. Several innovations have been introduced to support proper posture, movement, and motivation, while sight-reading and improvisation…

Human-Computer Interaction · Computer Science 2022-11-14 Jordan Aiko Deja

Hand and finger movements are a mainstay of piano technique. Automatic Fingering from symbolic music data allows us to simulate finger and hand movements. Previous proposals achieve automatic piano fingering based on knowledge-driven or…

Other Computer Science · Computer Science 2021-11-17 Pedro Ramoneda , Marius Miron , Xavier Serra

In this work we present a new approach for the task of predicting fingerings for piano music. While prior neural approaches have often treated this as a sequence tagging problem with independent predictions, we put forward a checklist…

Machine Learning · Computer Science 2022-09-14 Nikita Srivatsan , Taylor Berg-Kirkpatrick

Towards the grand challenge of achieving human-level manipulation in robots, playing piano is a compelling testbed that requires strategic, precise, and flowing movements. Over the years, several works demonstrated hand-designed controllers…

Robotics · Computer Science 2026-04-14 Yves-Simon Zeulner , Simon Crämer , Sandeep Selvaraj , Roberto Calandra

Mastering a musical instrument requires time-consuming practice even if students are guided by an expert. In the overwhelming majority of the time, the students practice by themselves and traditional teaching materials, such as videos or…

Human-Computer Interaction · Computer Science 2020-12-29 Karola Marky , Andreas Weiß , Julien Gedeon , Sebastian Günther

Abstract instructions in piano education, such as "raise your wrist" and "relax your tension," lead to varying interpretations among learners, preventing instructors from effectively conveying their intended pedagogical guidance. To address…

Different manipulation tasks require different types of grasps. For example, holding a heavy tool like a hammer requires a multi-fingered power grasp offering stability, while holding a pen to write requires a multi-fingered precision grasp…

Robotics · Computer Science 2019-01-11 Qingkai Lu , Tucker Hermans

A seamless integration of robots into human environments requires robots to learn how to use existing human tools. Current approaches for learning tool manipulation skills mostly rely on expert demonstrations provided in the target robot…

Robotics · Computer Science 2021-11-08 Kateryna Zorina , Justin Carpentier , Josef Sivic , Vladimír Petrík

Recent advances in machine learning have paved the way for the development of musical and entertainment robots. However, human-robot cooperative instrument playing remains a challenge, particularly due to the intricate motor coordination…

Robotics · Computer Science 2024-09-19 Huijiang Wang , Xiaoping Zhang , Fumiya Iida

Humans have been developing and playing musical instruments for millennia. With technological advancements, instruments were becoming ever more sophisticated. In recent decades computer-supported innovations have also been introduced in…

Human-Computer Interaction · Computer Science 2022-11-04 Jordan Aiko Deja , Sven Mayer , Klen Čopič Pucihar , Matjaž Kljun

Passive haptic learning (PHL) uses vibrotactile stimulation to train piano songs using repetition, even when the recipient of stimulation is focused on other tasks. However, many of the benefits of playing piano cannot be acquired without…

Human-Computer Interaction · Computer Science 2022-04-28 Tan Gemicioglu , Noah Teuscher , Brahmi Dwivedi , Soobin Park , Emerson Miller , Celeste Mason , Caitlyn Seim , Thad Starner

The virtuoso plays the piano with passion, poetry and extraordinary technical ability. As Liszt said (a virtuoso)must call up scent and blossom, and breathe the breath of life. The strongest robots that can play a piano are based on a…

Robotics · Computer Science 2022-08-08 Huazhe Xu , Yuping Luo , Shaoxiong Wang , Trevor Darrell , Roberto Calandra

Replicating human-like dexterity in robot hands represents one of the largest open problems in robotics. Reinforcement learning is a promising approach that has achieved impressive progress in the last few years; however, the class of…

We present a data-driven approach for physics-based, muscle-driven dexterous control that enables musculoskeletal hands to perform precise piano playing for novel pieces of music outside the reference dataset. Our approach combines…

Graphics · Computer Science 2026-04-28 Pei Xu , Yufei Ye , Shuchun Sun , Yu Ding , Elizabeth Schumann , C. Karen Liu

We present a statistical-modelling method for piano reduction, i.e. converting an ensemble score into piano scores, that can control performance difficulty. While previous studies have focused on describing the condition for playable piano…

Artificial Intelligence · Computer Science 2018-10-26 Eita Nakamura , Kazuyoshi Yoshii

Capturing intricate and subtle variations in human expressiveness in music performance using computational approaches is challenging. In this paper, we propose a novel approach for reconstructing human expressiveness in piano performance…

Sound · Computer Science 2023-10-03 Jingjing Tang , Geraint Wiggins , Gyorgy Fazekas

Piano fingering -- knowing which finger to use to play each note in a musical piece, is a hard and important skill to master when learning to play the piano. While some sheet music is available with expert-annotated fingering information,…

Computer Vision and Pattern Recognition · Computer Science 2023-03-08 Amit Moryossef , Yanai Elazar , Yoav Goldberg

Mastery learning improves learning proficiency and efficiency. However, the overpractice of skills--students spending time on skills they have already mastered--remains a fundamental challenge for tutoring systems. Previous research has…

Computers and Society · Computer Science 2025-06-24 Meng Xia , Robin Schmucker , Conrad Borchers , Vincent Aleven
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