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Bibliographic Details
Main Authors:	Cai, Cong, Liang, Shan, Liu, Xuefei, Zhu, Kang, Wen, Zhengqi, Tao, Jianhua, Xie, Heng, Cui, Jizhou, Ma, Yiming, Cheng, Zhenhua, Xu, Hanzhe, Fu, Ruibo, Liu, Bin, Li, Yongwei
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2407.12274
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Exploring the Role of Audio in Multimodal Misinformation Detection
by: Liu, Moyang, et al.
Published: (2024)

Debunk and Infer: Multimodal Fake News Detection via Diffusion-Generated Evidence and LLM Reasoning
by: Yan, Kaiying, et al.
Published: (2025)

Codecfake: An Initial Dataset for Detecting LLM-based Deepfake Audio
by: Lu, Yi, et al.
Published: (2024)

Multimodal Diffusion Transformer with Memory Bank for Scalable Long-Duration Talking Video Generation
by: Zhang, Haojie, et al.
Published: (2024)

EELE: Exploring Efficient and Extensible LoRA Integration in Emotional Text-to-Speech
by: Qi, Xin, et al.
Published: (2024)

Exploring Modality Disruption in Multimodal Fake News Detection
by: Liu, Moyang, et al.
Published: (2025)

Deconfounded Reasoning for Multimodal Fake News Detection via Causal Intervention
by: Liu, Moyang, et al.
Published: (2025)

Can Deception Detection Go Deeper? Dataset, Evaluation, and Benchmark for Deception Reasoning
by: Chen, Kang, et al.
Published: (2024)

MTPareto: A MultiModal Targeted Pareto Framework for Fake News Detection
by: Yan, Kaiying, et al.
Published: (2025)

Genuine-Focused Learning using Mask AutoEncoder for Generalized Fake Audio Detection
by: Wang, Xiaopeng, et al.
Published: (2024)

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

A Noval Feature via Color Quantisation for Fake Audio Detection
by: Wang, Zhiyong, et al.
Published: (2024)

PPPR: Portable Plug-in Prompt Refiner for Text to Audio Generation
by: Shi, Shuchen, et al.
Published: (2024)

Fake News Detection and Manipulation Reasoning via Large Vision-Language Models
by: Jin, Ruihan, et al.
Published: (2024)

Dynamic Emotion and Personality Profiling for Multimodal Deception Detection
by: Zheng, Li, et al.
Published: (2026)

AffectGPT: Dataset and Framework for Explainable Multimodal Emotion Recognition
by: Lian, Zheng, et al.
Published: (2024)

MINT: a Multi-modal Image and Narrative Text Dubbing Dataset for Foley Audio Content Planning and Generation
by: Fu, Ruibo, et al.
Published: (2024)

RPRA-ADD: Forgery Trace Enhancement-Driven Audio Deepfake Detection
by: Fu, Ruibo, et al.
Published: (2025)

M3-TTS: Multi-modal DiT Alignment & Mel-latent for Zero-shot High-fidelity Speech Synthesis
by: Wang, Xiaopeng, et al.
Published: (2025)

The Codecfake Dataset and Countermeasures for the Universally Detection of Deepfake Audio
by: Xie, Yuankun, et al.
Published: (2024)

Dual-Branch Knowledge Distillation for Noise-Robust Synthetic Speech Detection
by: Fan, Cunhang, et al.
Published: (2023)

Explainable Multimodal Emotion Recognition
by: Lian, Zheng, et al.
Published: (2023)

MCN-CL: Multimodal Cross-Attention Network and Contrastive Learning for Multimodal Emotion Recognition
by: Li, Feng, et al.
Published: (2025)

Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0
by: Wang, Zhiyong, et al.
Published: (2024)

ASRRL-TTS: Agile Speaker Representation Reinforcement Learning for Text-to-Speech Speaker Adaptation
by: Fu, Ruibo, et al.
Published: (2024)

MuDD: A Multimodal Deception Detection Dataset and GSR-Guided Progressive Distillation for Non-Contact Deception Detection
by: Jiang, Peiyuan, et al.
Published: (2026)

Generalized Source Tracing: Detecting Novel Audio Deepfake Algorithm with Real Emphasis and Fake Dispersion Strategy
by: Xie, Yuankun, et al.
Published: (2024)

RoboBERT: An End-to-end Multimodal Robotic Manipulation Model
by: Wang, Sicheng, et al.
Published: (2025)

AffectGPT: A New Dataset, Model, and Benchmark for Emotion Understanding with Multimodal Large Language Models
by: Lian, Zheng, et al.
Published: (2025)

Inference for Two-stage Experiments under Covariate-Adaptive Randomization
by: Liu, Jizhou
Published: (2023)

MERBench: A Unified Evaluation Benchmark for Multimodal Emotion Recognition
by: Lian, Zheng, et al.
Published: (2024)

Mel-Refine: A Plug-and-Play Approach to Refine Mel-Spectrogram in Audio Generation
by: Guo, Hongming, et al.
Published: (2024)

DPI-TTS: Directional Patch Interaction for Fast-Converging and Style Temporal Modeling in Text-to-Speech
by: Qi, Xin, et al.
Published: (2024)

GPT-4V with Emotion: A Zero-shot Benchmark for Generalized Emotion Recognition
by: Lian, Zheng, et al.
Published: (2023)

Annealed adaptive importance sampling method in PINNs for solving high dimensional partial differential equations
by: Zhang, Zhengqi, et al.
Published: (2024)

OV-MER: Towards Open-Vocabulary Multimodal Emotion Recognition
by: Lian, Zheng, et al.
Published: (2024)

AgentGuard: Repurposing Agentic Orchestrator for Safety Evaluation of Tool Orchestration
by: Chen, Jizhou, et al.
Published: (2025)

Personalized Prediction By Learning Halfspace Reference Classes Under Well-Behaved Distribution
by: Huang, Jizhou, et al.
Published: (2025)

Transparency and Policymaking with Endogenous Information Provision
by: Li, Hanzhe
Published: (2022)

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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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