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Bibliographic Details
Main Authors:	Song, Ziyang, Zang, Zelin, Chen, Zuyao, Liang, Xusheng, Yi, Dong, Wu, Jinlin, Liu, Hongbin, Luo, Jiebo, Lei, Zhen.
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2512.19512
Tags:	Add Tag No Tags, Be the first to tag this record!

Multimodal Causal-Driven Representation Learning for Generalizable Medical Image Segmentation
by: Liang, Xusheng, et al.
Published: (2025)

SurgLLM: A Versatile Large Multimodal Model with Spatial Focus and Temporal Awareness for Surgical Video Understanding
by: Chen, Zhen, et al.
Published: (2025)

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation
by: Chen, Zuyao, et al.
Published: (2024)

From Data to Modeling: Fully Open-vocabulary Scene Graph Generation
by: Chen, Zuyao, et al.
Published: (2025)

Anatomy-Slot: Unsupervised Anatomical Factorization for Homologous Bilateral Reasoning in Retinal Diagnosis
by: Ma, Yingzhe, et al.
Published: (2026)

MAT-Cell: A Multi-Agent Tree-Structured Reasoning Framework for Batch-Level Single-Cell Annotation
by: Yang, Yehui, et al.
Published: (2026)

Expanding Scene Graph Boundaries: Fully Open-vocabulary Scene Graph Generation via Visual-Concept Alignment and Retention
by: Chen, Zuyao, et al.
Published: (2023)

GPT4SGG: Synthesizing Scene Graphs from Holistic and Region-specific Narratives
by: Chen, Zuyao, et al.
Published: (2023)

F2PASeg: Feature Fusion for Pituitary Anatomy Segmentation in Endoscopic Surgery
by: Chen, Lumin, et al.
Published: (2025)

MOE-Enhanced Explanable Deep Manifold Transformation for Complex Data Embedding and Visualization
by: Zang, Zelin, et al.
Published: (2024)

Compile Scene Graphs with Reinforcement Learning
by: Chen, Zuyao, et al.
Published: (2025)

scHelix: Asymmetric Dual-Stream Integration via Explicit Gene-Level Disentanglement
by: Yan, Xichen, et al.
Published: (2026)

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot
by: Wu, Jinlin, et al.
Published: (2024)

Anatomy-DT: A Cross-Diffusion Digital Twin for Anatomical Evolution
by: Bhattacharya, Moinak, et al.
Published: (2025)

Comparison of a Gross Anatomy Laboratory to Online Anatomy Software for Teaching Anatomy
by: Mathiowetz, Virgil, et al.
Published: (2016)

Text-Driven Causal Representation Learning for Source-Free Domain Generalization
by: Zhou, Lihua, et al.
Published: (2025)

Bayesian Test-time Adaptation for Object Recognition and Detection with Vision-language Models
by: Zhou, Lihua, et al.
Published: (2025)

PCaM: A Progressive Focus Attention-Based Information Fusion Method for Improving Vision Transformer Domain Adaptation
by: Zang, Zelin, et al.
Published: (2025)

The Dawn of Agentic EDA: A Survey of Autonomous Digital Chip Design
by: Zang, Zelin, et al.
Published: (2025)

Enhancing Surgical Robots with Embodied Intelligence for Autonomous Ultrasound Scanning
by: Xu, Huan, et al.
Published: (2024)

Surgical Anatomy is, to the Student of Medicine and Surgery, the Most Essential Branch of Anatomical Science
by: R. Shane Tubbs
Published: (2026)

Towards Realistic Hand-Object Interaction with Gravity-Field Based Diffusion Bridge
by: Xu, Miao, et al.
Published: (2025)

MIRA: Multimodal Iterative Reasoning Agent for Image Editing
by: Zeng, Ziyun, et al.
Published: (2025)

Schoenfeld's Anatomy of Mathematical Reasoning by Language Models
by: Li, Ming, et al.
Published: (2025)

Diaphragm Anatomy
by: Ahmed Ahmed Mohamed, Mahmoud
Published: (2018)

Anatomy Quizbook
by: Baker, Kerry G.
Published: (2020)

On the Anatomy of Attention
by: Khatri, Nikhil, et al.
Published: (2024)

Anatomy Live
Published: (2010)

The Anatomy of Context
by: Rebecca D. Burwell
Published: (2024)

Anatomy of an Election.
by: Amdursky, Saul
Published: (1995)

A Review of BioTree Construction in the Context of Information Fusion: Priors, Methods, Applications and Trends
by: Zang, Zelin, et al.
Published: (2024)

CADS: A Comprehensive Anatomical Dataset and Segmentation for Whole-Body Anatomy in Computed Tomography
by: Xu, Murong, et al.
Published: (2025)

Topographical Anatomy of the Superficial Peroneal Nerve: A Cadaveric Study on Anatomical Patterns and Clinical Implications
by: Kyu‐Lim Lee, et al.
Published: (2025)

On the Anatomy of Real-World R Code for Static Analysis
by: Sihler, Florian, et al.
Published: (2024)

Translational Research in Anatomy
Published: (2016)

Anatomy of the Guayana Mutisieae
by: Carlquist, Sherwin John
Published: (1958)

Anatomy of Roper Resonance
by: Strakovsky, Igor
Published: (2026)

Anatomy of Null Contractions
by: Bagchi, Arjun, et al.
Published: (2024)

Anatomie des Amoklaufs
by: Sell, Madlen
Published: (2021)

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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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