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Bibliographic Details
Main Authors:	Chen, Guibin, Lin, Dixuan, Yang, Jiangping, Lin, Chunze, Zhu, Junchen, Fan, Mingyuan, Zhang, Hao, Chen, Sheng, Chen, Zheng, Ma, Chengcheng, Xiong, Weiming, Wang, Wei, Pang, Nuo, Kang, Kang, Xu, Zhiheng, Jin, Yuzhe, Liang, Yupeng, Song, Yubing, Zhao, Peng, Xu, Boyuan, Qiu, Di, Li, Debang, Fei, Zhengcong, Li, Yang, Zhou, Yahui
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2504.13074
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SkyReels-A2: Compose Anything in Video Diffusion Transformers
by: Fei, Zhengcong, et al.
Published: (2025)

SkyReels-Text: Fine-Grained Font-Controllable Text Editing for Poster Design
by: Yu, Yunjie, et al.
Published: (2025)

SkyReels-Audio: Omni Audio-Conditioned Talking Portraits in Video Diffusion Transformers
by: Fei, Zhengcong, et al.
Published: (2025)

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

SkyReels-V4: Multi-modal Video-Audio Generation, Inpainting and Editing model
by: Chen, Guibin, et al.
Published: (2026)

Diffusion-RWKV: Scaling RWKV-Like Architectures for Diffusion Models
by: Fei, Zhengcong, et al.
Published: (2024)

Ingredients: Blending Custom Photos with Video Diffusion Transformers
by: Fei, Zhengcong, et al.
Published: (2025)

Video Diffusion Transformers are In-Context Learners
by: Fei, Zhengcong, et al.
Published: (2024)

Scaling Diffusion Transformers to 16 Billion Parameters
by: Fei, Zhengcong, et al.
Published: (2024)

Dimba: Transformer-Mamba Diffusion Models
by: Fei, Zhengcong, et al.
Published: (2024)

StoryTR: Narrative-Centric Video Temporal Retrieval with Theory of Mind Reasoning
by: Zhong, Xuanyue, et al.
Published: (2026)

A-JEPA: Joint-Embedding Predictive Architecture Can Listen
by: Fei, Zhengcong, et al.
Published: (2023)

Music Consistency Models
by: Fei, Zhengcong, et al.
Published: (2024)

A Tale of Two Market Disciplines: How Does Bank Financial Misconduct Affect Peer Banks in the Local Deposit Market
by: Ya Kang, et al.
Published: (2026)

Graph Neural Networks with Diversity-aware Neighbor Selection and Dynamic Multi-scale Fusion for Multivariate Time Series Forecasting
by: Xu, Jingqi, et al.
Published: (2025)

Assessment of Soil Salinization Risk in Northwestern China Using the Information Value–Random Forest Coupled Model
by: Jiangping Gao, et al.
Published: (2026)

FLUX that Plays Music
by: Fei, Zhengcong, et al.
Published: (2024)

Scalable Diffusion Models with State Space Backbone
by: Fei, Zhengcong, et al.
Published: (2024)

Microplastics primarily provide habitats for benthic microalgae in Fujian coastal waters of China.
by: Wang, Kang, et al.
Published: (2025)

Augmented Lagrangian-Based Safe Reinforcement Learning Approach for Distribution System Volt/VAR Control
by: Chen, Guibin
Published: (2024)

Constructing an Active Sulfur‐Vacancy‐Rich Surface for Selective *CH3‐CH3 Coupling in CO2‐to‐C2H6 Conversion With 92% Selectivity
by: Xiaonan Yang, et al.
Published: (2024)

Multilinear Strongly Singular Integral Operators with Generalized Kernels on RD-Spaces
by: Chen, Kang, et al.
Published: (2024)

Multi‐Dimensional Nano‐Additives for Their Superlubricity: Tribological Behaviors and Lubrication Mechanisms
by: Kang Yang, et al.
Published: (2024)

RSNet: A Light Framework for The Detection of SAR Ship Detection
by: Chen, Hongyu, et al.
Published: (2024)

Bring Remote Sensing Object Detect Into Nature Language Model: Using SFT Method
by: Wang, Fei, et al.
Published: (2025)

MID: A Comprehensive Shore-Based Dataset for Multi-Scale Dense Ship Occlusion and Interaction Scenarios
by: Chang, Yugang, et al.
Published: (2024)

A Visual Question Answering Method for SAR Ship: Breaking the Requirement for Multimodal Dataset Construction and Model Fine-Tuning
by: Wang, Fei, et al.
Published: (2024)

Emergent Wigner phases in moiré superlattice from deep learning
by: Li, Xiang, et al.
Published: (2024)

STABLE: Efficient Hybrid Nearest Neighbor Search via Magnitude-Uniformity and Cardinality-Robustness
by: Yang, Qianyun, et al.
Published: (2026)

Air-Know: Arbiter-Calibrated Knowledge-Internalizing Robust Network for Composed Image Retrieval
by: Fu, Zhiheng, et al.
Published: (2026)

SkyScript-100M: 1,000,000,000 Pairs of Scripts and Shooting Scripts for Short Drama
by: Tang, Jing, et al.
Published: (2024)

$α$-OCC: Uncertainty-Aware Camera-based 3D Semantic Occupancy Prediction
by: Su, Sanbao, et al.
Published: (2024)

Additive Manufacturing of Continuous Carbon Fiber Honeycomb Structures with Tunable Poisson's Ratio
by: Lei Zhou, et al.
Published: (2025)

Disentangling Task Conflicts in Multi-Task LoRA via Orthogonal Gradient Projection
by: Yang, Ziyu, et al.
Published: (2026)

Kohayakawa-Nagle-R{ö}dl-Schacht conjecture for subdivisions
by: Chen, Hao, et al.
Published: (2024)

Alleviating the Fear of Losing Alignment in LLM Fine-tuning
by: Yang, Kang, et al.
Published: (2025)

Optimal stability results on color-biased Hamilton cycles
by: Chen, Wenchong, et al.
Published: (2025)

Convergence analysis of a L1‐ADI scheme for two‐dimensional multiterm reaction‐subdiffusion equation
by: Yubing Jiang, et al.
Published: (2024)

Error estimate of GL‐ADI scheme for 2D multiterm nonlinear time‐fractional subdiffusion equation
by: Yubing Jiang, et al.
Published: (2024)

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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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