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Bibliographic Details
Main Authors:	Kelly, David A., Chockler, Hana
Format:	Preprint
Published:	2026
Subjects:	Sound
Online Access:	https://arxiv.org/abs/2604.02937
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Sufficient, Necessary and Complete Causal Explanations in Image Classification
by: Kelly, David A, et al.
Published: (2025)

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection
by: Hu, Bin, et al.
Published: (2025)

The Good Enough Life
by: Kathleen Openshaw
Published: (2026)

Good Intentions Are Not Enough
by: McElmeel, Sharron L.
Published: (2004)

Text Prompt is Not Enough: Sound Event Enhanced Prompt Adapter for Target Style Audio Generation
by: Xiong, Chenxu, et al.
Published: (2024)

As Good as It KAN Get: High-Fidelity Audio Representation
by: Marszałek, Patryk, et al.
Published: (2025)

RPKI: Not Perfect But Good Enough
by: Schulmann, Haya, et al.
Published: (2024)

When Audio Generators Become Good Listeners: Generative Features for Understanding Tasks
by: Xie, Zeyu, et al.
Published: (2025)

When Good Sounds Go Adversarial: Jailbreaking Audio-Language Models with Benign Inputs
by: Dingeto, Hiskias, et al.
Published: (2025)

Good-Enough LLM Obfuscation (GELO)
by: Belikov, Anatoly, et al.
Published: (2026)

Is Self-Supervised Learning Enough to Fill in the Gap? A Study on Speech Inpainting
by: Asaad, Ihab, et al.
Published: (2024)

Optimal Transport Maps are Good Voice Converters
by: Asadulaev, Arip, et al.
Published: (2024)

ChildVox: A Speech, Audio, and Large Audio-Language Model Benchmark in Understanding and Characterizing Sound across Childhood
by: Feng, Tiantian, et al.
Published: (2026)

APRVOS: 1st Place Winner of 5th PVUW MeViS-Audio Track
by: Miao, Deshui, et al.
Published: (2026)

If You Hold Me Without Hurting Me: Pathways to Designing Game Audio for Healthy Escapism and Player Well-being
by: Nunes, Caio, et al.
Published: (2025)

OMG-Seg: Is One Model Good Enough For All Segmentation?
by: Li, Xiangtai, et al.
Published: (2024)

An Imperfect Verifier is Good Enough: Learning with Noisy Rewards
by: Plesner, Andreas, et al.
Published: (2026)

Are Classical Clone Detectors Good Enough For the AI Era?
by: Alam, Ajmain Inqiad, et al.
Published: (2025)

Good Enough: Is it Worth Improving your Label Quality?
by: Jaus, Alexander, et al.
Published: (2025)

AudioCapBench: Quick Evaluation on Audio Captioning across Sound, Music, and Speech
by: Qiu, Jielin, et al.
Published: (2026)

TwinShift: Benchmarking Audio Deepfake Detection across Synthesizer and Speaker Shifts
by: Hong, Jiyoung, et al.
Published: (2025)

Creating a Good Teacher for Knowledge Distillation in Acoustic Scene Classification
by: Morocutti, Tobias, et al.
Published: (2025)

As Good As A Coin Toss: Human detection of AI-generated images, videos, audio, and audiovisual stimuli
by: Cooke, Di, et al.
Published: (2024)

MeMo: Attentional Momentum for Real-time Audio-visual Speaker Extraction under Impaired Visual Conditions
by: Li, Junjie, et al.
Published: (2025)

Omni-R1: Do You Really Need Audio to Fine-Tune Your Audio LLM?
by: Rouditchenko, Andrew, et al.
Published: (2025)

Are Transformers in Pre-trained LM A Good ASR Encoder? An Empirical Study
by: An, Keyu, et al.
Published: (2024)

ChronosAudio: A Comprehensive Long-Audio Benchmark for Evaluating Audio-Large Language Models
by: Luo, Kaiwen, et al.
Published: (2026)

AudioRAG+: Feedback-driven Retrieval-augmented Audio Generation with Large Audio Language Models
by: Zhao, Junqi, et al.
Published: (2025)

MUKA: Multi Kernel Audio Adaptation Of Audio-Language Models
by: Bensaid, Reda, et al.
Published: (2026)

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

Transferable Adversarial Attacks on Audio Deepfake Detection
by: Farooq, Muhammad Umar, et al.
Published: (2025)

Rethinking the Good Enough Embedding for Easy Few-Shot Learning
by: Karnes, Michael, et al.
Published: (2026)

Manifesto for the Humanities: Transforming Doctoral Education in Good Enough Times
by: Ann Smith, Sidonie
Published: (2019)

Small LLMs with Expert Blocks Are Good Enough for Hyperparamter Tuning
by: Naphade, Om, et al.
Published: (2025)

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

Zero Shot Audio to Audio Emotion Transfer With Speaker Disentanglement
by: Dutta, Soumya, et al.
Published: (2024)

Audio Hallucination Attacks: Probing the Reliability of Large Audio Language Models
by: Seth, Ashish, et al.
Published: (2026)

VidAudio-Bench: Benchmarking V2A and VT2A Generation across Four Audio Categories
by: Zhang, Qian, et al.
Published: (2026)

UniAudio 2.0: A Unified Audio Language Model with Text-Aligned Factorized Audio Tokenization
by: Yang, Dongchao, et al.
Published: (2026)

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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