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Bibliographic Details
Main Authors:	Xu, Shengqi, Zhou, Xinpeng, Zhang, Yabo, Liu, Ming, Liang, Tao, Zhang, Tianyu, Bai, Yalong, Wu, Zuxuan, Zuo, Wangmeng
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2511.00609
Tags:	Add Tag No Tags, Be the first to tag this record!

FramePainter: Endowing Interactive Image Editing with Video Diffusion Priors
by: Zhang, Yabo, et al.
Published: (2025)

Learning User Preferences for Image Generation Model
by: Mo, Wenyi, et al.
Published: (2025)

PrefGen: Multimodal Preference Learning for Preference-Conditioned Image Generation
by: Mo, Wenyi, et al.
Published: (2025)

Personalized Image Generation with Deep Generative Models: A Decade Survey
by: Wei, Yuxiang, et al.
Published: (2025)

ScrollScape: Unlocking 32K Image Generation With Video Diffusion Priors
by: Yu, Haodong, et al.
Published: (2026)

AnimateAnywhere: Rouse the Background in Human Image Animation
by: Liu, Xiaoyu, et al.
Published: (2025)

MDIQA: Unified Image Quality Assessment for Multi-dimensional Evaluation and Restoration
by: Yao, Shunyu, et al.
Published: (2025)

Compositional Text-to-Image Generation Via Region-aware Bimodal Direct Preference Optimization
by: Liu, Zhuohan, et al.
Published: (2026)

MasterWeaver: Taming Editability and Face Identity for Personalized Text-to-Image Generation
by: Wei, Yuxiang, et al.
Published: (2024)

Learning to Plan with Personalized Preferences
by: Xu, Manjie, et al.
Published: (2025)

VitaGlyph: Vitalizing Artistic Typography with Flexible Dual-branch Diffusion Models
by: Feng, Kailai, et al.
Published: (2024)

V2Flow: Unifying Visual Tokenization and Large Language Model Vocabularies for Autoregressive Image Generation
by: Zhang, Guiwei, et al.
Published: (2025)

Enhancing Reward Models for High-quality Image Generation: Beyond Text-Image Alignment
by: Ba, Ying, et al.
Published: (2025)

Integrating Visual Interpretation and Linguistic Reasoning for Math Problem Solving
by: Guo, Zixian, et al.
Published: (2025)

NIR-Assisted Image Denoising: A Selective Fusion Approach and A Real-World Benchmark Dataset
by: Xu, Rongjian, et al.
Published: (2024)

Mind the Generative Details: Direct Localized Detail Preference Optimization for Video Diffusion Models
by: Huang, Zitong, et al.
Published: (2026)

Tool-R1: Sample-Efficient Reinforcement Learning for Agentic Tool Use
by: Zhang, Yabo, et al.
Published: (2025)

Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs
by: Zhang, Xuan, et al.
Published: (2024)

Multi-Type Preference Learning: Empowering Preference-Based Reinforcement Learning with Equal Preferences
by: Liu, Ziang, et al.
Published: (2024)

VideoElevator: Elevating Video Generation Quality with Versatile Text-to-Image Diffusion Models
by: Zhang, Yabo, et al.
Published: (2024)

HP-Edit: A Human-Preference Post-Training Framework for Image Editing
by: Li, Fan, et al.
Published: (2026)

Value-Spectrum: Quantifying Preferences of Vision-Language Models via Value Decomposition in Social Media Contexts
by: Li, Jingxuan, et al.
Published: (2024)

From Thinker to Society: Security in Hierarchical Autonomy Evolution of AI Agents
by: Zhang, Xiaolei, et al.
Published: (2026)

Image Demoiréing Using Dual Camera Fusion on Mobile Phones
by: Mei, Yanting, et al.
Published: (2025)

Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image Denoising
by: Li, Junyi, et al.
Published: (2024)

Uniform Attention Maps: Boosting Image Fidelity in Reconstruction and Editing
by: Mo, Wenyi, et al.
Published: (2024)

Pseudo-Label Guided Real-World Image De-weathering: A Learning Framework with Imperfect Supervision
by: Xu, Heming, et al.
Published: (2025)

PACIFIC: Can LLMs Discern the Traits Influencing Your Preferences? Evaluating Personality-Driven Preference Alignment in LLMs
by: Zhao, Tianyu, et al.
Published: (2026)

Image Quality Assessment: From Human to Machine Preference
by: Li, Chunyi, et al.
Published: (2025)

Preference Score Distillation: Leveraging 2D Rewards to Align Text-to-3D Generation with Human Preference
by: Leng, Jiaqi, et al.
Published: (2026)

Human Aesthetic Preference-Based Large Text-to-Image Model Personalization: Kandinsky Generation as an Example
by: Zhou, Aven-Le, et al.
Published: (2024)

VR-Thinker: Boosting Video Reward Models through Thinking-with-Image Reasoning
by: Wang, Qunzhong, et al.
Published: (2025)

Retrieval Augmented Image Harmonization
by: Wang, Haolin, et al.
Published: (2024)

Embed Progressive Implicit Preference in Unified Space for Deep Collaborative Filtering
by: Zhang, Zhongjin, et al.
Published: (2025)

Steerable Chatbots: Personalizing LLMs with Preference-Based Activation Steering
by: Bo, Jessica Y., et al.
Published: (2025)

Multimodal Recommendation via Self-Corrective Preference Alignmen
by: Guan, Yalong, et al.
Published: (2025)

Color3D: Controllable and Consistent 3D Colorization with Personalized Colorizer
by: Wan, Yecong, et al.
Published: (2025)

Exposure Bracketing Is All You Need For A High-Quality Image
by: Zhang, Zhilu, et al.
Published: (2024)

MC$^2$: Multi-concept Guidance for Customized Multi-concept Generation
by: Jiang, Jiaxiu, et al.
Published: (2024)

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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