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Main Authors:	Liu, Daiqi, Arias-Vergara, Tomás, Hutter, Jana, Maier, Andreas, Pérez-Toro, Paula Andrea
Format:	Preprint
Published:	2025
Subjects:	Sound Computer Vision and Pattern Recognition Multimedia Audio and Speech Processing
Online Access:	https://arxiv.org/abs/2507.17682
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Multimodal Emotion Recognition from Raw Audio with Sinc-convolution
by: Zhang, Xiaohui, et al.
Published: (2024)

Semi-Supervised Contrastive Learning for Controllable Video-to-Music Retrieval
by: Stewart, Shanti, et al.
Published: (2024)

LCB-net: Long-Context Biasing for Audio-Visual Speech Recognition
by: Yu, Fan, et al.
Published: (2024)

Human-Inspired Computing for Robust and Efficient Audio-Visual Speech Recognition
by: Liu, Qianhui, et al.
Published: (2024)

Contrastive Conditional Latent Diffusion for Audio-visual Segmentation
by: Mao, Yuxin, et al.
Published: (2023)

Robust LLM-based Audio-Visual Speech Recognition with Sparse Modality Alignment and Visual Unit-Guided Refinement
by: Su, Fei, et al.
Published: (2026)

Audio-Visual Speech Separation via Bottleneck Iterative Network
by: Zhang, Sidong, et al.
Published: (2025)

Sequential Contrastive Audio-Visual Learning
by: Tsiamas, Ioannis, et al.
Published: (2024)

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model
by: Ren, Yong, et al.
Published: (2025)

Large Language Models are Strong Audio-Visual Speech Recognition Learners
by: Cappellazzo, Umberto, et al.
Published: (2024)

Representation Learning for Semantic Alignment of Language, Audio, and Visual Modalities
by: Sudarsanam, Parthasaarathy, et al.
Published: (2025)

Zero-AVSR: Zero-Shot Audio-Visual Speech Recognition with LLMs by Learning Language-Agnostic Speech Representations
by: Yeo, Jeong Hun, et al.
Published: (2025)

Emotion-Aligned Contrastive Learning Between Images and Music
by: Stewart, Shanti, et al.
Published: (2023)

Nexus: An Omni-Perceptive And -Interactive Model for Language, Audio, And Vision
by: Liu, Che, et al.
Published: (2025)

Audio-Language Models for Audio-Centric Tasks: A Systematic Survey
by: Su, Yi, et al.
Published: (2025)

MART: Learning Hierarchical Music Audio Representations with Part-Whole Transformer
by: Yao, Dong, et al.
Published: (2023)

AlignVSR: Audio-Visual Cross-Modal Alignment for Visual Speech Recognition
by: Liu, Zehua, et al.
Published: (2024)

Adaptive Audio-Visual Speech Recognition via Matryoshka-Based Multimodal LLMs
by: Cappellazzo, Umberto, et al.
Published: (2025)

AD-AVSR: Asymmetric Dual-stream Enhancement for Robust Audio-Visual Speech Recognition
by: Xue, Junxiao, et al.
Published: (2025)

SlideAVSR: A Dataset of Paper Explanation Videos for Audio-Visual Speech Recognition
by: Wang, Hao, et al.
Published: (2024)

Rhythmic Foley: A Framework For Seamless Audio-Visual Alignment In Video-to-Audio Synthesis
by: Huang, Zhiqi, et al.
Published: (2024)

CAV-MAE Sync: Improving Contrastive Audio-Visual Mask Autoencoders via Fine-Grained Alignment
by: Araujo, Edson, et al.
Published: (2025)

Building Audio-Visual Digital Twins with Smartphones
by: Lan, Zitong, et al.
Published: (2025)

AISHELL6-whisper: A Chinese Mandarin Audio-visual Whisper Speech Dataset with Speech Recognition Baselines
by: Li, Cancan, et al.
Published: (2025)

MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech Tokens
by: Yeo, Jeong Hun, et al.
Published: (2025)

A Multi-Stream Fusion Approach with One-Class Learning for Audio-Visual Deepfake Detection
by: Lee, Kyungbok, et al.
Published: (2024)

Trusted Fake Audio Detection Based on Dirichlet Distribution
by: Ding, Chi, et al.
Published: (2025)

LoVA: Long-form Video-to-Audio Generation
by: Cheng, Xin, et al.
Published: (2024)

SAVGBench: Benchmarking Spatially Aligned Audio-Video Generation
by: Shimada, Kazuki, et al.
Published: (2024)

Resource-Efficient Reference-Free Evaluation of Audio Captions
by: Mahfuz, Rehana, et al.
Published: (2024)

Efficient Video to Audio Mapper with Visual Scene Detection
by: Yi, Mingjing, et al.
Published: (2024)

Cinematic Audio Source Separation Using Visual Cues
by: Zhang, Kang, et al.
Published: (2026)

Sound2Vision: Generating Diverse Visuals from Audio through Cross-Modal Latent Alignment
by: Sung-Bin, Kim, et al.
Published: (2024)

Audio-Visual Speaker Tracking: Progress, Challenges, and Future Directions
by: Zhao, Jinzheng, et al.
Published: (2023)

Zero-Shot Fake Video Detection by Audio-Visual Consistency
by: Li, Xiaolou, et al.
Published: (2024)

Sound-VECaps: Improving Audio Generation with Visual Enhanced Captions
by: Yuan, Yi, et al.
Published: (2024)

VERSA: A Versatile Evaluation Toolkit for Speech, Audio, and Music
by: Shi, Jiatong, et al.
Published: (2024)

HybridVC: Efficient Voice Style Conversion with Text and Audio Prompts
by: Niu, Xinlei, et al.
Published: (2024)

Self-Attention and Hybrid Features for Replay and Deep-Fake Audio Detection
by: Huang, Lian, 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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