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Main Authors:	Thota, Kundan, Schlachter, Thorsten, Hagenmeyer, Veit
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2603.17626
Tags:	Add Tag No Tags, Be the first to tag this record!

Mechanism-Dependent Antagonism of Auxiliary Information in Substation-Level Load Disaggregation for Distribution Network Planning
by: Mu, Xuanhao, et al.
Published: (2026)

FluenceFormer: Transformer-Driven Multi-Beam Fluence Map Regression for Radiotherapy Planning
by: Mgboh, Ujunwa, et al.
Published: (2025)

COMET: Contrastive Mean Teacher for Online Source-Free Universal Domain Adaptation
by: Schlachter, Pascal, et al.
Published: (2024)

Stable-Drift: A Patient-Aware Latent Drift Replay Method for Stabilizing Representations in Continual Learning
by: Theofilou, Paraskevi-Antonia, et al.
Published: (2025)

GMM-COMET: Continual Source-Free Universal Domain Adaptation via a Mean Teacher and Gaussian Mixture Model-Based Pseudo-Labeling
by: Schlachter, Pascal, et al.
Published: (2026)

Memory-Efficient Pseudo-Labeling for Online Source-Free Universal Domain Adaptation using a Gaussian Mixture Model
by: Schlachter, Pascal, et al.
Published: (2024)

Transformer based Multi-task Fusion Network for Food Spoilage Detection and Shelf life Forecasting
by: Kanulla, Mounika, et al.
Published: (2026)

Robustness of Transformer-Based Fluence Map Prediction Under Clinically Realistic Perturbations
by: Mgboh, Ujunwa, et al.
Published: (2026)

Analysis of Pseudo-Labeling for Online Source-Free Universal Domain Adaptation
by: Schlachter, Pascal, et al.
Published: (2025)

BuildingWorld: A Structured 3D Building Dataset for Urban Foundation Models
by: Huang, Shangfeng, et al.
Published: (2025)

Encoding Urban Ecologies: Automated Building Archetype Generation through Self-Supervised Learning for Energy Modeling
by: Zhuang, Xinwei, et al.
Published: (2024)

EquiCaps: Predictor-Free Pose-Aware Pre-Trained Capsule Networks
by: Konstantinou, Athinoulla, et al.
Published: (2025)

GlobalBuildingMap -- Unveiling the Mystery of Global Buildings
by: Zhu, Xiao Xiang, et al.
Published: (2024)

3D Semantic MapNet: Building Maps for Multi-Object Re-Identification in 3D
by: Cartillier, Vincent, et al.
Published: (2024)

Automated National Urban Map Extraction
by: Nasrallah, Hasan, et al.
Published: (2024)

Building LLM Agents by Incorporating Insights from Computer Systems
by: Mi, Yapeng, et al.
Published: (2025)

DeiTFake: Deepfake Detection Model using DeiT Multi-Stage Training
by: Kumar, Saksham, et al.
Published: (2025)

MapAI: Precision in Building Segmentation
by: Jyhne, Sander Riisøen, et al.
Published: (2024)

HiT: Building Mapping with Hierarchical Transformers
by: Zhang, Mingming, et al.
Published: (2023)

Mapping the Vanishing and Transformation of Urban Villages in China
by: Zhang, Wenyu, et al.
Published: (2025)

Unified Map Prior Encoder for Mapping and Planning
by: Zhang, Zongzheng, et al.
Published: (2026)

Building and Road Recognition in Dense Urban Informal Settlements: A Dataset and Benchmark
by: Long, Hongyu, et al.
Published: (2026)

Building-Guided Pseudo-Label Learning for Cross-Modal Building Damage Mapping
by: Li, Jiepan, et al.
Published: (2025)

Urban Scene Diffusion through Semantic Occupancy Map
by: Zhang, Junge, et al.
Published: (2024)

SMOL-MapSeg: Show Me One Label as prompt
by: Yuan, Yunshuang, et al.
Published: (2025)

Synergistic Perception and Generative Recomposition: A Multi-Agent Orchestration for Expert-Level Building Inspection
by: Zhong, Hui, et al.
Published: (2026)

Automated Movie Generation via Multi-Agent CoT Planning
by: Wu, Weijia, et al.
Published: (2025)

HGS-Mapping: Online Dense Mapping Using Hybrid Gaussian Representation in Urban Scenes
by: Wu, Ke, et al.
Published: (2024)

Mapping Urban Villages in China: Progress and Challenges
by: Cao, Rui, et al.
Published: (2025)

Gap Preserving Distillation by Building Bidirectional Mappings with A Dynamic Teacher
by: Guo, Yong, et al.
Published: (2024)

MSD: A Benchmark Dataset for Floor Plan Generation of Building Complexes
by: van Engelenburg, Casper, et al.
Published: (2024)

SparrowVQE: Visual Question Explanation for Course Content Understanding
by: Li, Jialu, et al.
Published: (2024)

Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from Aerial Imagery
by: Zhang, Yuqi, et al.
Published: (2024)

PolyRoof: Precision Roof Polygonization in Urban Residential Building with Graph Neural Networks
by: Amrullah, Chaikal, et al.
Published: (2025)

Improving Spatial Allocation for Energy System Coupling with Graph Neural Networks
by: Mu, Xuanhao, et al.
Published: (2026)

Stage Aware Diagnosis of Diabetic Retinopathy via Ordinal Regression
by: Kumar, Saksham, et al.
Published: (2025)

Building Age Estimation: A New Multi-Modal Benchmark Dataset and Community Challenge
by: Dionelis, Nikolaos, et al.
Published: (2025)

SPOT!: Map-Guided LLM Agent for Unsupervised Multi-CCTV Dynamic Object Tracking
by: Roh, Yujin, et al.
Published: (2025)

Multi-Agent System for Comprehensive Soccer Understanding
by: Rao, Jiayuan, et al.
Published: (2025)

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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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