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Bibliographic Details
Main Authors:	Guo, Hanzhong, Yi, Hongwei, Zhou, Daquan, Bergman, Alexander William, Lingelbach, Michael, Yu, Yizhou
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2412.13479
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Magic 1-For-1: Generating One Minute Video Clips within One Minute
by: Yi, Hongwei, et al.
Published: (2025)

MagicInfinite: Generating Infinite Talking Videos with Your Words and Voice
by: Yi, Hongwei, et al.
Published: (2025)

Decomposing Subject-Driven Image Generation via Intermediate Structural Prediction
by: Guo, Hanzhong, et al.
Published: (2026)

MEMO: Memory-Guided Diffusion for Expressive Talking Video Generation
by: Zheng, Longtao, et al.
Published: (2024)

Video Generation Models as World Models: Efficient Paradigms, Architectures and Algorithms
by: He, Muyang, et al.
Published: (2026)

ExpPortrait: Expressive Portrait Generation via Personalized Representation
by: Wang, Junyi, et al.
Published: (2026)

EMO: Emote Portrait Alive -- Generating Expressive Portrait Videos with Audio2Video Diffusion Model under Weak Conditions
by: Tian, Linrui, et al.
Published: (2024)

Livatar-1: Real-Time Talking Heads Generation with Tailored Flow Matching
by: Liu, Haiyang, et al.
Published: (2025)

HumanNet: Scaling Human-centric Video Learning to One Million Hours
by: Deng, Yufan, et al.
Published: (2026)

SkyReels-A1: Expressive Portrait Animation in Video Diffusion Transformers
by: Qiu, Di, et al.
Published: (2025)

ChatAnyone: Stylized Real-time Portrait Video Generation with Hierarchical Motion Diffusion Model
by: Qi, Jinwei, et al.
Published: (2025)

Overcoming Catastrophic Forgetting in Visual Continual Learning with Reinforcement Fine-Tuning
by: Lou, Meng, et al.
Published: (2026)

StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation
by: Zhou, Yupeng, et al.
Published: (2024)

Real-time Identity Defenses against Malicious Personalization of Diffusion Models
by: Guo, Hanzhong, et al.
Published: (2024)

Real-time 3D-aware Portrait Video Relighting
by: Cai, Ziqi, et al.
Published: (2024)

TDM: Temporally-Consistent Diffusion Model for All-in-One Real-World Video Restoration
by: Li, Yizhou, et al.
Published: (2025)

Real3D-Portrait: One-shot Realistic 3D Talking Portrait Synthesis
by: Ye, Zhenhui, et al.
Published: (2024)

DOVE: Efficient One-Step Diffusion Model for Real-World Video Super-Resolution
by: Chen, Zheng, et al.
Published: (2025)

RAP: Real-time Audio-driven Portrait Animation with Video Diffusion Transformer
by: Du, Fangyu, et al.
Published: (2025)

Taming Real-World Space-Time Video Super-Resolution with One-Step Diffusion
by: Wei, Shuoyan, et al.
Published: (2026)

X-Portrait: Expressive Portrait Animation with Hierarchical Motion Attention
by: Xie, You, et al.
Published: (2024)

Phased One-Step Adversarial Equilibrium for Video Diffusion Models
by: Cheng, Jiaxiang, et al.
Published: (2025)

Bridging Restoration and Generation Manifolds in One-Step Diffusion for Real-World Super-Resolution
by: Weng, Shyang-En, et al.
Published: (2026)

Real-Time Generation of Streamable Talking Portrait Video with Reference-Guided Deep Compression VAEs
by: Xu, Sicheng, et al.
Published: (2026)

LSGQuant: Layer-Sensitivity Guided Quantization for One-Step Diffusion Real-World Video Super-Resolution
by: Wu, Tianxing, et al.
Published: (2026)

Knot Forcing: Taming Autoregressive Video Diffusion Models for Real-time Infinite Interactive Portrait Animation
by: Xiao, Steven, et al.
Published: (2025)

The Blessing of Randomness: SDE Beats ODE in General Diffusion-based Image Editing
by: Nie, Shen, et al.
Published: (2023)

FREAK: Frequency-modulated High-fidelity and Real-time Audio-driven Talking Portrait Synthesis
by: Ni, Ziqi, et al.
Published: (2025)

LLIA -- Enabling Low-Latency Interactive Avatars: Real-Time Audio-Driven Portrait Video Generation with Diffusion Models
by: Yu, Haojie, et al.
Published: (2025)

SANA-Video: Efficient Video Generation with Block Linear Diffusion Transformer
by: Chen, Junsong, et al.
Published: (2025)

DeX-Portrait: Disentangled and Expressive Portrait Animation via Explicit and Latent Motion Representations
by: Shi, Yuxiang, et al.
Published: (2025)

VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step
by: Wang, Hanyang, et al.
Published: (2025)

One Diffusion Step to Real-World Super-Resolution via Flow Trajectory Distillation
by: Li, Jianze, et al.
Published: (2025)

Diffusion Adversarial Post-Training for One-Step Video Generation
by: Lin, Shanchuan, et al.
Published: (2025)

MHLA: Restoring Expressivity of Linear Attention via Token-Level Multi-Head
by: Zhang, Kewei, et al.
Published: (2026)

MegaPortrait: Revisiting Diffusion Control for High-fidelity Portrait Generation
by: Yang, Han, et al.
Published: (2024)

PersonaLive! Expressive Portrait Image Animation for Live Streaming
by: Li, Zhiyuan, et al.
Published: (2025)

XHand: Real-time Expressive Hand Avatar
by: Gan, Qijun, et al.
Published: (2024)

UltraVSR: Achieving Ultra-Realistic Video Super-Resolution with Efficient One-Step Diffusion Space
by: Liu, Yong, 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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