Twenty-Five Years of MIR Research: Achievements, Practices, Evaluations, and Future Challenges

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Peeters, Geoffroy, Rafii, Zafar, Fuentes, Magdalena, Duan, Zhiyao, Benetos, Emmanouil, Nam, Juhan, Mitsufuji, Yuki
Format:	Preprint
Published:	2025
Subjects:	Sound Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

SAR-LM: Symbolic Audio Reasoning with Large Language Models
by: Taheri, Termeh, et al.
Published: (2025)

Towards Building an End-to-End Multilingual Automatic Lyrics Transcription Model
by: Huang, Jiawen, et al.
Published: (2024)

Universal Music Representations? Evaluating Foundation Models on World Music Corpora
by: Papaioannou, Charilaos, et al.
Published: (2025)

LLM2Fx-Tools: Tool Calling For Music Post-Production
by: Doh, Seungheon, et al.
Published: (2025)

Can Large Language Models Predict Audio Effects Parameters from Natural Language?
by: Doh, Seungheon, et al.
Published: (2025)

Blind estimation of audio effects using an auto-encoder approach and differentiable digital signal processing
by: Peladeau, Côme, et al.
Published: (2023)

LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging
by: Papaioannou, Charilaos, et al.
Published: (2024)

Learning Music Audio Representations With Limited Data
by: Plachouras, Christos, et al.
Published: (2025)

Scalable Evaluation for Audio Identification via Synthetic Latent Fingerprint Generation
by: Bhattacharjee, Aditya, et al.
Published: (2025)

Matchmaker: An Open-source Library for Real-time Piano Score Following and Systematic Evaluation
by: Park, Jiyun, et al.
Published: (2025)

FlashSR: One-step Versatile Audio Super-resolution via Diffusion Distillation
by: Im, Jaekwon, et al.
Published: (2025)

DIFFRENT: A Diffusion Model for Recording Environment Transfer of Speech
by: Im, Jaekwon, et al.
Published: (2024)

Domain-Invariant Representation Learning of Bird Sounds
by: Moummad, Ilyass, et al.
Published: (2024)

RUMAA: Repeat-Aware Unified Music Audio Analysis for Score-Performance Alignment, Transcription, and Mistake Detection
by: Chang, Sungkyun, et al.
Published: (2025)

A Contrastive Self-Supervised Learning scheme for beat tracking amenable to few-shot learning
by: Gagnere, Antonin, et al.
Published: (2024)

Controlling Contrastive Self-Supervised Learning with Knowledge-Driven Multiple Hypothesis: Application to Beat Tracking
by: Gagnere, Antonin, et al.
Published: (2025)

Episode-specific Fine-tuning for Metric-based Few-shot Learners with Optimization-based Training
by: Zhuang, Xuanyu, et al.
Published: (2025)

Embryonic Exposure to VPA Influences Chick Vocalisations: A Computational Study
by: Torrisi, Antonella M. C., et al.
Published: (2026)

Motive-level Analysis of Form-functions Association in Korean Folk song
by: Han, Danbinaerin, et al.
Published: (2025)

Acoustic identification of individual animals with hierarchical contrastive learning
by: Nolasco, Ines, et al.
Published: (2024)

YourMT3+: Multi-instrument Music Transcription with Enhanced Transformer Architectures and Cross-dataset Stem Augmentation
by: Chang, Sungkyun, et al.
Published: (2024)

LHGNN: Local-Higher Order Graph Neural Networks For Audio Classification and Tagging
by: Singh, Shubhr, et al.
Published: (2025)

SCRAPL: Scattering Transform with Random Paths for Machine Learning
by: Mitcheltree, Christopher, et al.
Published: (2026)

CMI-Bench: A Comprehensive Benchmark for Evaluating Music Instruction Following
by: Ma, Yinghao, et al.
Published: (2025)

Enhancing Lyrics Transcription on Music Mixtures with Consistency Loss
by: Huang, Jiawen, et al.
Published: (2025)

MATPAC++: Enhanced Masked Latent Prediction for Self-Supervised Audio Representation Learning
by: Quelennec, Aurian, et al.
Published: (2025)

Masked Latent Prediction and Classification for Self-Supervised Audio Representation Learning
by: Quelennec, Aurian, et al.
Published: (2025)

QINCODEC: Neural Audio Compression with Implicit Neural Codebooks
by: Lahrichi, Zineb, et al.
Published: (2025)

Text2Score: Generating Sheet Music From Textual Prompts
by: Bhandari, Keshav, et al.
Published: (2026)

GraFPrint: A GNN-Based Approach for Audio Identification
by: Bhattacharjee, Aditya, et al.
Published: (2024)

PESTO: Pitch Estimation with Self-supervised Transposition-equivariant Objective
by: Riou, Alain, et al.
Published: (2023)

S-PRESSO: Ultra Low Bitrate Sound Effect Compression With Diffusion Autoencoders And Offline Quantization
by: Lahrichi, Zineb, et al.
Published: (2026)

Generalized Multi-Source Inference for Text Conditioned Music Diffusion Models
by: Postolache, Emilian, et al.
Published: (2024)

Classification of Spontaneous and Scripted Speech for Multilingual Audio
by: Elisha, Shahar, et al.
Published: (2024)

A Data-Driven Analysis of Robust Automatic Piano Transcription
by: Edwards, Drew, et al.
Published: (2024)

The Inverse Drum Machine: Source Separation Through Joint Transcription and Analysis-by-Synthesis
by: Torres, Bernardo, et al.
Published: (2025)

Unsupervised Harmonic Parameter Estimation Using Differentiable DSP and Spectral Optimal Transport
by: Torres, Bernardo, et al.
Published: (2023)

ControlVC: Zero-Shot Voice Conversion with Time-Varying Controls on Pitch and Speed
by: Chen, Meiying, et al.
Published: (2022)

Dialogue in Resonance: An Interactive Music Piece for Piano and Real-Time Automatic Transcription System
by: Bang, Hayeon, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"74cbe74f4ffa95a2e096cd3c146b3f49"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790867537.5056 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "74cbe74f4ffa95a2e096cd3c146b3f49" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=74cbe74f4ffa95a2e096cd3c146b3f49; language=en; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"28235"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2511_07205/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2511_07205/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790867537.4892
REQUEST_TIME	1790867537

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"74cbe74f4ffa95a2e096cd3c146b3f49"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790867537.5056 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "74cbe74f4ffa95a2e096cd3c146b3f49" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"VUFIND_SESSION=74cbe74f4ffa95a2e096cd3c146b3f49; language=en; ui=standard"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"28235"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2511_07205/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2511_07205/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790867537.4892
REQUEST_TIME	1790867537

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: