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Bibliographic Details
Main Authors:	Heo, Jungwoo, Shin, Hyun-seo, Lim, Chan-yeong, Koo, Kyo-won, Kim, Seung-bin, Son, Jisoo, Yu, Ha-Jin
Format:	Preprint
Published:	2025
Subjects:	Audio and Speech Processing
Online Access:	https://arxiv.org/abs/2509.14136
Tags:	Add Tag No Tags, Be the first to tag this record!

SpeakerLLM: A Speaker-Specialized Audio-LLM for Speaker Understanding and Verification Reasoning
by: Nam, KiHyun, et al.
Published: (2026)

Short-Segment Speaker Verification with Pre-trained Models and Multi-Resolution Encoder
by: Myoung, Jisoo, et al.
Published: (2025)

Token-based Attractors and Cross-attention in Spoof Diarization
by: Koo, Kyo-Won, et al.
Published: (2025)

SEED: Speaker Embedding Enhancement Diffusion Model
by: Nam, KiHyun, et al.
Published: (2025)

NeXt-TDNN: Modernizing Multi-Scale Temporal Convolution Backbone for Speaker Verification
by: Heo, Hyun-Jun, et al.
Published: (2023)

TinySV: Speaker Verification in TinyML with On-device Learning
by: Pavan, Massimo, et al.
Published: (2024)

AdvSV: An Over-the-Air Adversarial Attack Dataset for Speaker Verification
by: Wang, Li, et al.
Published: (2023)

Whisper-SV: Adapting Whisper for Low-data-resource Speaker Verification
by: Zhang, Li, et al.
Published: (2024)

Diffusion-Link: Diffusion Probabilistic Model for Bridging the Audio-Text Modality Gap
by: Nam, KiHyun, et al.
Published: (2025)

Disentangled Representation Learning for Environment-agnostic Speaker Recognition
by: Nam, KiHyun, et al.
Published: (2024)

The SVASR System for Text-dependent Speaker Verification (TdSV) AAIC Challenge 2024
by: Molavi, Mohammadreza, et al.
Published: (2024)

Text-dependent Speaker Verification (TdSV) Challenge 2024: Challenge Evaluation Plan
by: Hossein, Zeinali, et al.
Published: (2024)

FT-Boosted SV: Towards Noise Robust Speaker Verification for English Speaking Classroom Environments
by: Tabatabaee, Saba, et al.
Published: (2025)

Text-Dependent Speaker Verification (TdSV) Challenge 2024: Team Naive System Report
by: Rostami, Amir Mohammad, et al.
Published: (2026)

ECoRAG: Evidentiality-guided Compression for Long Context RAG
by: Jeong, Yeonseok, et al.
Published: (2025)

Rethinking Leveraging Pre-Trained Multi-Layer Representations for Speaker Verification
by: Kim, Jin Sob, et al.
Published: (2025)

32‐2: Multi AI Approaches for Improving OLED Display Pattern Repair in Manufacturing Processes
by: Hong-bin Lim, et al.
Published: (2024)

Training MLPs on Graphs without Supervision
by: Wang, Zehong, et al.
Published: (2024)

Modular Sensory Stream for Integrating Physical Feedback in Vision-Language-Action Models
by: Lee, Jimin, et al.
Published: (2026)

Hybrid Pruning: In-Situ Compression of Self-Supervised Speech Models for Speaker Verification and Anti-Spoofing
by: Peng, Junyi, et al.
Published: (2025)

Relevance to Utility: Process-Supervised Rewrite for RAG
by: Kim, Jaeyoung, et al.
Published: (2025)

Counterfactual-Consistency Prompting for Relative Temporal Understanding in Large Language Models
by: Kim, Jongho, et al.
Published: (2025)

Dual-Scale World Models for LLM Agents Towards Hard-Exploration Problems
by: Kim, Minsoo, et al.
Published: (2025)

HARP: Hesitation-Aware Reframing in Transformer Inference Pass
by: Storaï, Romain, et al.
Published: (2024)

CoEx -- Co-evolving World-model and Exploration
by: Kim, Minsoo, et al.
Published: (2025)

QFlowNet: Fast, Diverse, and Efficient Unitary Synthesis with Generative Flow Networks
by: Koo, Inhoe, et al.
Published: (2026)

Influences of serving temperatures on human perceived spiciness intensity of commercial spicy sauces
by: Seo‐yeong Chon, et al.
Published: (2024)

Speaker Verification in Agent-Generated Conversations
by: Yang, Yizhe, et al.
Published: (2024)

Towards Lightweight Speaker Verification via Adaptive Neural Network Quantization
by: Liu, Bei, et al.
Published: (2024)

Chain of Grounded Objectives: Bridging Process and Goal-oriented Prompting for Code Generation
by: Yeo, Sangyeop, et al.
Published: (2025)

SSPS: Self-Supervised Positive Sampling for Robust Self-Supervised Speaker Verification
by: Lepage, Theo, et al.
Published: (2025)

Agentic Verification for Ambiguous Query Disambiguation
by: Lee, Youngwon, et al.
Published: (2025)

SimMLP: Training MLPs on Graphs without Supervision
by: Wang, Zehong, et al.
Published: (2024)

ParaNoise-SV: Integrated Approach for Noise-Robust Speaker Verification with Parallel Joint Learning of Speech Enhancement and Noise Extraction
by: Kim, Minu, et al.
Published: (2025)

Experimenting with Additive Margins for Contrastive Self-Supervised Speaker Verification
by: Lepage, Theo, et al.
Published: (2023)

Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning
by: Wu, Haibin, et al.
Published: (2021)

Suppressing vertical aluminum growth via accelerated interfacial Cl − dynamics for high‐areal‐capacity, long‐life aluminum metal anodes
by: Yeong Hoon Heo, et al.
Published: (2026)

GroupedMixer: An Entropy Model with Group-wise Token-Mixers for Learned Image Compression
by: Li, Daxin, et al.
Published: (2024)

PoM: A Linear-Time Replacement for Attention with the Polynomial Mixer
by: Picard, David, 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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