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Bibliographic Details
Main Authors:	Liang, Yijun, Li, Ming, Fan, Chenrui, Li, Ziyue, Nguyen, Dang, Cobbina, Kwesi, Bhardwaj, Shweta, Chen, Jiuhai, Liu, Fuxiao, Zhou, Tianyi
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Computation and Language Machine Learning
Online Access:	https://arxiv.org/abs/2504.10514
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Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning
by: Cobbina, Kwesi, et al.
Published: (2025)

ColorBench: Benchmarking Mobile Agents with Graph-Structured Framework for Complex Long-Horizon Tasks
by: Song, Yuanyi, et al.
Published: (2025)

Multi-Objective Linguistic Control of Large Language Models
by: Nguyen, Dang, et al.
Published: (2024)

Diffusion Curriculum: Synthetic-to-Real Data Curriculum via Image-Guided Diffusion
by: Liang, Yijun, et al.
Published: (2024)

ColorConceptBench: A Benchmark for Probabilistic Color-Concept Understanding in Text-to-Image Models
by: Ruan, Chenxi, et al.
Published: (2026)

On the Perception Bottleneck of VLMs for Chart Understanding
by: Liu, Junteng, et al.
Published: (2025)

Benchmarked Yet Not Measured -- Generative AI Should be Evaluated Against Real-World Utility
by: Mondal, Ishani, et al.
Published: (2026)

Colors See Colors Ignore: Clothes Changing ReID with Color Disentanglement
by: Pathak, Priyank, et al.
Published: (2025)

GenColorBench: A Color Evaluation Benchmark for Text-to-Image Generation Models
by: Butt, Muhammad Atif, et al.
Published: (2025)

Can LLMs Speak For Diverse People? Tuning LLMs via Debate to Generate Controllable Controversial Statements
by: Li, Ming, et al.
Published: (2024)

VisualActBench: Can VLMs See and Act like a Human?
by: Zhang, Daoan, et al.
Published: (2025)

Working with Color: How Color Quantization Can Aid Researchers of Problematic Information
by: Lutz, Nina, et al.
Published: (2024)

Color Bind: Exploring Color Perception in Text-to-Image Models
by: Shomer-Chai, Shay, et al.
Published: (2025)

Evaluating the Semantic Profiling Abilities of LLMs for Natural Language Utterances in Data Visualization
by: Bako, Hannah K., et al.
Published: (2024)

My LLM might Mimic AAE -- But When Should it?
by: Sandoval, Sandra C., et al.
Published: (2025)

ColorFLUX: A Structure-Color Decoupling Framework for Old Photo Colorization
by: Li, Bingchen, et al.
Published: (2026)

ColorBlindnessEval: Can Vision-Language Models Pass Color Blindness Tests?
by: Ling, Zijian, et al.
Published: (2025)

Comparative Analysis Of Color Models For Human Perception And Visual Color Difference
by: Burambekova, Aruzhan, et al.
Published: (2024)

MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding
by: Wang, Fei, et al.
Published: (2024)

PTGCF: Printing Texture Guided Color Fusion for Impressionism Oil Painting Style Rendering
by: Geng, Jing, et al.
Published: (2022)

Seeing is Not Understanding: A Benchmark on Perception-Cognition Disparities in Large Language Models
by: Li, Haokun, et al.
Published: (2025)

IndicVisionBench: Benchmarking Cultural and Multilingual Understanding in VLMs
by: Faraz, Ali, et al.
Published: (2025)

Control Color: Multimodal Diffusion-based Interactive Image Colorization
by: Liang, Zhexin, et al.
Published: (2024)

Language-based Image Colorization: A Benchmark and Beyond
by: Li, Yifan, et al.
Published: (2025)

The Four Color Theorem for Cell Instance Segmentation
by: Zhang, Ye, et al.
Published: (2025)

Stepwise Guided Policy Optimization: Coloring your Incorrect Reasoning in GRPO
by: Chen, Peter, et al.
Published: (2025)

CCC: Color Classified Colorization
by: Gain, Mrityunjoy, et al.
Published: (2024)

Understanding and Rectifying Safety Perception Distortion in VLMs
by: Zou, Xiaohan, et al.
Published: (2025)

Mosaic-IT: Cost-Free Compositional Data Synthesis for Instruction Tuning
by: Li, Ming, et al.
Published: (2024)

Paint Bucket Colorization Using Anime Character Color Design Sheets
by: Dai, Yuekun, et al.
Published: (2024)

Color Alignment in Diffusion
by: Shum, Ka Chun, et al.
Published: (2025)

Can World Models Benefit VLMs for World Dynamics?
by: Zhang, Kevin, et al.
Published: (2025)

OmniColor: A Unified Framework for Multi-modal Lineart Colorization
by: Zhang, Xulu, et al.
Published: (2026)

L-C4: Language-Based Video Colorization for Creative and Consistent Color
by: Chang, Zheng, et al.
Published: (2024)

AnimeColor: Reference-based Animation Colorization with Diffusion Transformers
by: Zhang, Yuhong, et al.
Published: (2025)

Color and Frequency Correction for Image Colorization
by: Zhuang, Yun Kai
Published: (2025)

ColorGS: High-fidelity Surgical Scene Reconstruction with Colored Gaussian Splatting
by: Ji, Qun, et al.
Published: (2025)

MultiColor: Image Colorization by Learning from Multiple Color Spaces
by: Du, Xiangcheng, et al.
Published: (2024)

ColorEdit: Training-free Image-Guided Color editing with diffusion model
by: Yin, Xingxi, 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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