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Bibliographic Details
Main Authors:	Lyu, Zhiheng, Ma, Xueguang, Chen, Wenhu
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Computation and Language
Online Access:	https://arxiv.org/abs/2501.19339
Tags:	Add Tag No Tags, Be the first to tag this record!

Pixel Sentence Representation Learning
by: Xiao, Chenghao, et al.
Published: (2024)

Pixels, Patterns, but No Poetry: To See The World like Humans
by: Gao, Hongcheng, et al.
Published: (2025)

PixelPrune: Pixel-Level Adaptive Visual Token Reduction via Predictive Coding
by: Wang, Nan, et al.
Published: (2026)

Rethinking Generative Image Pretraining: How Far Are We From Scaling Up Next-Pixel Prediction?
by: Yan, Xinchen, et al.
Published: (2025)

How Far Are We from Generating Missing Modalities with Foundation Models?
by: Ke, Guanzhou, et al.
Published: (2025)

Talking Points: Describing and Localizing Pixels
by: Rusanovsky, Matan, et al.
Published: (2025)

Autoregressive Pre-Training on Pixels and Texts
by: Chai, Yekun, et al.
Published: (2024)

How Far Are We from Intelligent Visual Deductive Reasoning?
by: Zhang, Yizhe, et al.
Published: (2024)

From Reasoning to Pixels: Benchmarking the Alignment Gap in Unified Multimodal Models
by: Yang, Cheng, et al.
Published: (2026)

Pixel-Level Reasoning Segmentation via Multi-turn Conversations
by: Cai, Dexian, et al.
Published: (2025)

From Text to Pixel: Advancing Long-Context Understanding in MLLMs
by: Lu, Yujie, et al.
Published: (2024)

From Pixels to Tokens: Revisiting Object Hallucinations in Large Vision-Language Models
by: Shang, Yuying, et al.
Published: (2024)

Tuna-2: Pixel Embeddings Beat Vision Encoders for Multimodal Understanding and Generation
by: Liu, Zhiheng, et al.
Published: (2026)

Reading, Not Thinking: Understanding and Bridging the Modality Gap When Text Becomes Pixels in Multimodal LLMs
by: Sun, Kaiser, et al.
Published: (2026)

PointAD: Comprehending 3D Anomalies from Points and Pixels for Zero-shot 3D Anomaly Detection
by: Zhou, Qihang, et al.
Published: (2024)

Attention, Please! PixelSHAP Reveals What Vision-Language Models Actually Focus On
by: Goldshmidt, Roni
Published: (2025)

How Far Are Vision-Language Models from Constructing the Real World? A Benchmark for Physical Generative Reasoning
by: Yang, Luyu, et al.
Published: (2026)

ImageAttributionBench: How Far Are We from Generalizable Attribution?
by: Mou, Tingshu, et al.
Published: (2026)

PixelFlow: Pixel-Space Generative Models with Flow
by: Chen, Shoufa, et al.
Published: (2025)

Humor in Pixels: Benchmarking Large Multimodal Models Understanding of Online Comics
by: Ryan, Yuriel, et al.
Published: (2025)

From Pixels to Posts: Retrieval-Augmented Fashion Captioning and Hashtag Generation
by: Gondal, Moazzam Umer, et al.
Published: (2025)

From Pampas to Pixels: Fine-Tuning Diffusion Models for Gaúcho Heritage
by: Amadeus, Marcellus, et al.
Published: (2024)

From Pixels to Prose: A Large Dataset of Dense Image Captions
by: Singla, Vasu, et al.
Published: (2024)

From Pixels to Tokens: Byte-Pair Encoding on Quantized Visual Modalities
by: Zhang, Wanpeng, et al.
Published: (2024)

Pixel-SAIL: Single Transformer For Pixel-Grounded Understanding
by: Zhang, Tao, et al.
Published: (2025)

VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use
by: Jiang, Dongfu, et al.
Published: (2025)

PixelGen: Improving Pixel Diffusion with Perceptual Supervision
by: Ma, Zehong, et al.
Published: (2026)

Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level
by: Deng, Andong, et al.
Published: (2024)

Grasp Any Region: Towards Precise, Contextual Pixel Understanding for Multimodal LLMs
by: Wang, Haochen, et al.
Published: (2025)

InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD
by: Dong, Xiaoyi, et al.
Published: (2024)

Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels?
by: Li, Xiujun, et al.
Published: (2023)

PixelDiT: Pixel Diffusion Transformers for Image Generation
by: Yu, Yongsheng, et al.
Published: (2025)

PixelLM: Pixel Reasoning with Large Multimodal Model
by: Ren, Zhongwei, et al.
Published: (2023)

Semi-supervised Counting via Pixel-by-pixel Density Distribution Modelling
by: Lin, Hui, et al.
Published: (2024)

Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination
by: Li, Xinzhuo, et al.
Published: (2025)

Pixel Motion Diffusion is What We Need for Robot Control
by: Nguyen, E-Ro, et al.
Published: (2025)

From Pixels to Insights: A Survey on Automatic Chart Understanding in the Era of Large Foundation Models
by: Huang, Kung-Hsiang, et al.
Published: (2024)

Pixel Is Not a Barrier: An Effective Evasion Attack for Pixel-Domain Diffusion Models
by: Shih, Chun-Yen, et al.
Published: (2024)

Reverse Region-to-Entity Annotation for Pixel-Level Visual Entity Linking
by: Xu, Zhengfei, 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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