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Bibliographic Details
Main Authors:	Nguyen, Binh Thien, Yasuda, Masahiro, Takeuchi, Daiki, Niizumi, Daisuke, Harada, Noboru
Format:	Preprint
Published:	2026
Subjects:	Audio and Speech Processing
Online Access:	https://arxiv.org/abs/2601.22504
Tags:	Add Tag No Tags, Be the first to tag this record!

CLAP-ART: Automated Audio Captioning with Semantic-rich Audio Representation Tokenizer
by: Takeuchi, Daiki, et al.
Published: (2025)

Assessing the Utility of Audio Foundation Models for Heart and Respiratory Sound Analysis
by: Niizumi, Daisuke, et al.
Published: (2025)

M2D-CLAP: Exploring General-purpose Audio-Language Representations Beyond CLAP
by: Niizumi, Daisuke, et al.
Published: (2025)

Towards Pre-training an Effective Respiratory Audio Foundation Model
by: Niizumi, Daisuke, et al.
Published: (2025)

Rethinking Masking Strategies for Masked Prediction-based Audio Self-supervised Learning
by: Niizumi, Daisuke, et al.
Published: (2026)

Description and Discussion on DCASE 2025 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes
by: Yasuda, Masahiro, et al.
Published: (2025)

Description and Discussion on DCASE 2026 Challenge Task 4: Spatial Semantic Segmentation of Sound Scenes
by: Nguyen, Binh Thien, et al.
Published: (2026)

M2D-CLAP: Masked Modeling Duo Meets CLAP for Learning General-purpose Audio-Language Representation
by: Niizumi, Daisuke, et al.
Published: (2024)

Masked Modeling Duo: Towards a Universal Audio Pre-training Framework
by: Niizumi, Daisuke, et al.
Published: (2024)

Exploring Pre-trained General-purpose Audio Representations for Heart Murmur Detection
by: Niizumi, Daisuke, et al.
Published: (2024)

Refining Knowledge Transfer on Audio-Image Temporal Agreement for Audio-Text Cross Retrieval
by: Tsubaki, Shunsuke, et al.
Published: (2024)

Description and Discussion on DCASE 2026 Challenge Task 2: Noise-aware Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
by: Nishida, Tomoya, et al.
Published: (2026)

6DoF SELD: Sound Event Localization and Detection Using Microphones and Motion Tracking Sensors on self-motioning human
by: Yasuda, Masahiro, et al.
Published: (2024)

Unrestricted Global Phase Bias-Aware Single-channel Speech Enhancement with Conformer-based Metric GAN
by: Zhang, Shiqi, et al.
Published: (2024)

Description and Discussion on DCASE 2025 Challenge Task 2: First-shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
by: Nishida, Tomoya, et al.
Published: (2025)

What Do Neurons Listen To? A Neuron-level Dissection of a General-purpose Audio Model
by: Kawamura, Takao, et al.
Published: (2026)

Description and Discussion on DCASE 2024 Challenge Task 2: First-Shot Unsupervised Anomalous Sound Detection for Machine Condition Monitoring
by: Nishida, Tomoya, et al.
Published: (2024)

SoundBeam meets M2D: Target Sound Extraction with Audio Foundation Model
by: Hernandez-Olivan, Carlos, et al.
Published: (2024)

Guided Masked Self-Distillation Modeling for Distributed Multimedia Sensor Event Analysis
by: Yasuda, Masahiro, et al.
Published: (2024)

SoundSil-DS: Deep Denoising and Segmentation of Sound-field Images with Silhouettes
by: Tanigawa, Risako, et al.
Published: (2024)

A Study of the Scale Invariant Signal to Distortion Ratio in Speech Separation with Noisy References
by: Jepsen, Simon Dahl, et al.
Published: (2025)

Analytic Class Incremental Learning for Sound Source Localization with Privacy Protection
by: Qian, Xinyuan, et al.
Published: (2024)

Permutation Invariant Recurrent Neural Networks for Sound Source Tracking Applications
by: Diaz-Guerra, David, et al.
Published: (2023)

Entropy-Guided GRVQ for Ultra-Low Bitrate Neural Speech Codec
by: Ren, Yanzhou, et al.
Published: (2026)

Permutation-Invariant Physics-Informed Neural Network for Region-to-Region Sound Field Reconstruction
by: Chen, Xingyu, et al.
Published: (2026)

Class-Incremental Learning for Sound Event Localization and Detection
by: Pandey, Ruchi, et al.
Published: (2024)

Acousto-optic reconstruction of exterior sound field based on concentric circle sampling with circular harmonic expansion
by: Nguyen, Phuc Duc, et al.
Published: (2023)

Sound Classification of Four Insect Classes
by: Wang, Yinxuan, et al.
Published: (2024)

SoundCollage: Automated Discovery of New Classes in Audio Datasets
by: Choi, Ryuhaerang, et al.
Published: (2024)

UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection
by: Xiao, Yang, et al.
Published: (2024)

AFT: An Exemplar-Free Class Incremental Learning Method for Environmental Sound Classification
by: Chen, Xinyi, et al.
Published: (2025)

Acoustic Scene Classification: A Competition Review
by: Gharib, Shayan, et al.
Published: (2018)

AudioCIL: A Python Toolbox for Audio Class-Incremental Learning with Multiple Scenes
by: Xu, Qisheng, et al.
Published: (2024)

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

SAVE: Segment Audio-Visual Easy way using Segment Anything Model
by: Nguyen, Khanh-Binh, et al.
Published: (2024)

Leveraging Sound Source Trajectories for Universal Sound Separation
by: Wu, Donghang, et al.
Published: (2024)

Data Efficient Acoustic Scene Classification using Teacher-Informed Confusing Class Instruction
by: Yeo, Jin Jie Sean, et al.
Published: (2024)

PhoWhisper: Automatic Speech Recognition for Vietnamese
by: Le, Thanh-Thien, et al.
Published: (2024)

Sound Separation and Classification with Object and Semantic Guidance
by: Kwon, Younghoo, et al.
Published: (2025)

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// 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'

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