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Bibliographic Details
Main Authors:	Lin, Chenhao, Deng, Jingyi, Hu, Pengbin, Shen, Chao, Wang, Qian, Li, Qi
Format:	Preprint
Published:	2022
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2203.02115
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Towards General Deepfake Detection with Dynamic Curriculum
by: Song, Wentang, et al.
Published: (2024)

Towards Quantitative Evaluation of Explainable AI Methods for Deepfake Detection
by: Tsigos, Konstantinos, et al.
Published: (2024)

D3: Training-Free AI-Generated Video Detection Using Second-Order Features
by: Zheng, Chende, et al.
Published: (2025)

Beyond Face Swapping: A Diffusion-Based Digital Human Benchmark for Multimodal Deepfake Detection
by: Liu, Jiaxin, et al.
Published: (2025)

Deepfake-Eval-2024: A Multi-Modal In-the-Wild Benchmark of Deepfakes Circulated in 2024
by: Chandra, Nuria Alina, et al.
Published: (2025)

Detecting Deepfakes via Hamiltonian Dynamics
by: Cheng, Harry, et al.
Published: (2026)

RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment
by: Qiu, Lingyu, et al.
Published: (2025)

A Survey of Defenses Against AI-Generated Visual Media: Detection,Disruption, and Authentication
by: Deng, Jingyi, et al.
Published: (2024)

Seeing Through Deepfakes: A Human-Inspired Framework for Multi-Face Detection
by: Hu, Juan, et al.
Published: (2025)

Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns Injection
by: Coccomini, Davide Alessandro, et al.
Published: (2024)

Towards Dynamic and Small Objects Refinement for Unsupervised Domain Adaptative Nighttime Semantic Segmentation
by: Pan, Jingyi, et al.
Published: (2023)

Exposing and Mitigating Temporal Attack in Deepfake Video Detection
by: Gu, Zheyuan, et al.
Published: (2026)

Seeing It or Not? Interpretable Vision-aware Latent Steering to Mitigate Object Hallucinations
by: Chen, Boxu, et al.
Published: (2025)

Frequency Masking for Universal Deepfake Detection
by: Doloriel, Chandler Timm, et al.
Published: (2024)

Beyond Static Artifacts: A Forensic Benchmark for Video Deepfake Reasoning in Vision Language Models
by: Gu, Zheyuan, et al.
Published: (2026)

Suppressing Forgery-Specific Shortcuts for Generalizable Deepfake Detection
by: Wang, Yihui, et al.
Published: (2026)

Hierarchical Deep Fusion Framework for Multi-dimensional Facial Forgery Detection -- The 2024 Global Deepfake Image Detection Challenge
by: Wang, Kohou, et al.
Published: (2025)

SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model
by: Huang, Zhenglin, et al.
Published: (2024)

From Specificity to Generality: Revisiting Generalizable Artifacts in Detecting Face Deepfakes
by: Ma, Long, et al.
Published: (2025)

FakeRadar: Probing Forgery Outliers to Detect Unknown Deepfake Videos
by: Li, Zhaolun, et al.
Published: (2025)

Value-Guided Iterative Refinement and the DIQ-H Benchmark for Evaluating VLM Robustness
by: Wan, Hanwen, et al.
Published: (2025)

A Lightweight and Interpretable Deepfakes Detection Framework
by: Farooq, Muhammad Umar, et al.
Published: (2025)

Towards Open-world Generalized Deepfake Detection: General Feature Extraction via Unsupervised Domain Adaptation
by: Guo, Midou, et al.
Published: (2025)

Explicit Correlation Learning for Generalizable Cross-Modal Deepfake Detection
by: Yu, Cai, et al.
Published: (2024)

SeqBench: Benchmarking Sequential Narrative Generation in Text-to-Video Models
by: Tang, Zhengxu, et al.
Published: (2025)

Veritas: Generalizable Deepfake Detection via Pattern-Aware Reasoning
by: Tan, Hao, et al.
Published: (2025)

MMR-AD: A Large-Scale Multimodal Dataset for Benchmarking General Anomaly Detection with Multimodal Large Language Models
by: Yao, Xincheng, et al.
Published: (2026)

Lightweight Deepfake Detection Based on Multi-Feature Fusion
by: Yasir, Siddiqui Muhammad, et al.
Published: (2025)

De-Fake: Style based Anomaly Deepfake Detection
by: Padhi, Sudev Kumar, et al.
Published: (2025)

Deepfake Detection Via Facial Feature Extraction and Modeling
by: Carter, Benjamin, et al.
Published: (2025)

When Understanding Becomes a Risk: Authenticity and Safety Risks in the Emerging Image Generation Paradigm
by: Leng, Ye, et al.
Published: (2026)

DexGrasp Anything: Towards Universal Robotic Dexterous Grasping with Physics Awareness
by: Zhong, Yiming, et al.
Published: (2025)

Adversarial Attacks on Audio Deepfake Detection: A Benchmark and Comparative Study
by: Uddin, Kutub, et al.
Published: (2025)

Towards Unified Multimodal Misinformation Detection in Social Media: A Benchmark Dataset and Baseline
by: Li, Haiyang, et al.
Published: (2025)

GEO-Detective: Unveiling Location Privacy Risks in Images with LLM Agents
by: Zhang, Xinyu, et al.
Published: (2025)

Evaluating Deepfake Detectors in the Wild
by: Pirogov, Viacheslav, et al.
Published: (2025)

Exploiting Style Latent Flows for Generalizing Deepfake Video Detection
by: Choi, Jongwook, et al.
Published: (2024)

Attack-Aware Deepfake Detection under Counter-Forensic Manipulations
by: Fatima, Noor, et al.
Published: (2025)

Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection
by: Fernando, Tharindu, et al.
Published: (2025)

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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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