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Bibliographic Details
Main Authors:	Wijngaard, Gijs, Formisano, Elia, Esposito, Michele, Dumontier, Michel
Format:	Preprint
Published:	2025
Subjects:	Sound Audio and Speech Processing
Online Access:	https://arxiv.org/abs/2507.06815
Tags:	Add Tag No Tags, Be the first to tag this record!

AudSemThinker: Enhancing Audio-Language Models through Reasoning over Semantics of Sound
by: Wijngaard, Gijs, et al.
Published: (2025)

ACES: Evaluating Automated Audio Captioning Models on the Semantics of Sounds
by: Wijngaard, Gijs, et al.
Published: (2024)

AudioToolAgent: An Agentic Framework for Audio-Language Models
by: Wijngaard, Gijs, et al.
Published: (2025)

Improving Audio Question Answering with Variational Inference
by: Chen, Haolin
Published: (2026)

Towards Spatial Audio Understanding via Question Answering
by: Sudarsanam, Parthasaarathy, et al.
Published: (2025)

Enhancing Temporal Understanding in Audio Question Answering for Large Audio Language Models
by: Sridhar, Arvind Krishna, et al.
Published: (2024)

SALT: Standardized Audio event Label Taxonomy
by: Stamatiadis, Paraskevas, et al.
Published: (2024)

RA-QA: A Benchmarking System for Respiratory Audio Question Answering Under Real-World Heterogeneity
by: Bertolino, Gaia A., et al.
Published: (2026)

SHMamba: Structured Hyperbolic State Space Model for Audio-Visual Question Answering
by: Yang, Zhe, et al.
Published: (2024)

ALDAS: Audio-Linguistic Data Augmentation for Spoofed Audio Detection
by: Khanjani, Zahra, et al.
Published: (2024)

Target Speaker Extraction with Curriculum Learning
by: Liu, Yun, et al.
Published: (2024)

Jamendo-QA: A Large-Scale Music Question Answering Dataset
by: Koh, Junyoung, et al.
Published: (2025)

Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering
by: Li, Gang, et al.
Published: (2025)

Compositional Audio Representation Learning
by: Sridhar, Sripathi, et al.
Published: (2024)

BLAT: Bootstrapping Language-Audio Pre-training based on AudioSet Tag-guided Synthetic Data
by: Xu, Xuenan, et al.
Published: (2023)

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

Leveraging Chain of Thought towards Empathetic Spoken Dialogue without Corresponding Question-Answering Data
by: Xie, Jingran, et al.
Published: (2025)

ITO-Master: Inference-Time Optimization for Audio Effects Modeling of Music Mastering Processors
by: Koo, Junghyun, et al.
Published: (2025)

Deep Learning for Personalized Binaural Audio Reproduction
by: Lu, Xikun, et al.
Published: (2025)

UniAudio: An Audio Foundation Model Toward Universal Audio Generation
by: Yang, Dongchao, et al.
Published: (2023)

MOSS-Audio-Tokenizer: Scaling Audio Tokenizers for Future Audio Foundation Models
by: Gong, Yitian, et al.
Published: (2026)

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection
by: Kim, Taewoo, et al.
Published: (2025)

Discrete Audio Representations for Automated Audio Captioning
by: Tian, Jingguang, et al.
Published: (2025)

Streaming Audio Transformers for Online Audio Tagging
by: Dinkel, Heinrich, et al.
Published: (2023)

Pengi: An Audio Language Model for Audio Tasks
by: Deshmukh, Soham, et al.
Published: (2023)

Masked Audio Modeling with CLAP and Multi-Objective Learning
by: Xin, Yifei, et al.
Published: (2024)

Continuous Learning of Transformer-based Audio Deepfake Detection
by: Le, Tuan Duy Nguyen, et al.
Published: (2024)

Class-Incremental Learning for Multi-Label Audio Classification
by: Mulimani, Manjunath, et al.
Published: (2024)

Advancing Continual Learning for Robust Deepfake Audio Classification
by: Dong, Feiyi, et al.
Published: (2024)

Leveraging Audio-Only Data for Text-Queried Target Sound Extraction
by: Saijo, Kohei, et al.
Published: (2024)

Music Audio-Visual Question Answering Requires Specialized Multimodal Designs
by: You, Wenhao, et al.
Published: (2025)

MACE: Leveraging Audio for Evaluating Audio Captioning Systems
by: Dixit, Satvik, et al.
Published: (2024)

Audio-Mind: An Auditable Agentic Framework for Audio Understanding
by: Wang, Yucheng, et al.
Published: (2026)

Audio Entailment: Assessing Deductive Reasoning for Audio Understanding
by: Deshmukh, Soham, et al.
Published: (2024)

SemanticAudio: Audio Generation and Editing in Semantic Space
by: Dai, Zheqi, et al.
Published: (2026)

Leveraging Self-supervised Audio Representations for Data-Efficient Acoustic Scene Classification
by: Cai, Yiqiang, et al.
Published: (2024)

Unlocking Large Audio-Language Models for Interactive Language Learning
by: Liu, Hongfu, et al.
Published: (2026)

Optimal Transport Audio Distance with Learned Riemannian Ground Metrics
by: Jeong, Wonwoo
Published: (2026)

Generalized Fake Audio Detection via Deep Stable Learning
by: Wang, Zhiyong, et al.
Published: (2024)

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'

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