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Bibliographic Details
Main Authors:	Dai, Boyang, Chen, Chaoqi, Yu, Yizhou
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2605.07821
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Proto-OOD: Enhancing OOD Object Detection with Prototype Feature Similarity
by: Chen, Junkun, et al.
Published: (2024)

Visual Para-Thinker: Divide-and-Conquer Reasoning for Visual Comprehension
by: Xu, Haoran, et al.
Published: (2026)

Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification
by: Pei, Gaozheng, et al.
Published: (2025)

Divide and Conquer: Rethinking the Training Paradigm of Neural Radiance Fields
by: Ma, Rongkai, et al.
Published: (2024)

Divide and Conquer: Static-Dynamic Collaboration for Few-Shot Class-Incremental Learning
by: Bao, Kexin, et al.
Published: (2026)

Synthetic Simplicity: Unveiling Bias in Medical Data Augmentation
by: Babu, Krishan Agyakari Raja, et al.
Published: (2024)

Divide-and-Conquer Inference for Large-Scale Visual Recognition with Multimodal Large Language Models
by: Ye, Zhipeng, et al.
Published: (2026)

A Modern Look at Simplicity Bias in Image Classification Tasks
by: Chang, Xiaoguang, et al.
Published: (2025)

Mitigating Context Bias in Domain Adaptation for Object Detection using Mask Pooling
by: Son, Hojun, et al.
Published: (2025)

DCA: Dividing and Conquering Amnesia in Incremental Object Detection
by: Zhang, Aoting, et al.
Published: (2025)

A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective
by: Chen, Chaoqi, et al.
Published: (2022)

Retrieval-Augmented Prompt for OOD Detection
by: Han, Ruisong, et al.
Published: (2025)

Mitigating Query Selection Bias in Referring Video Object Segmentation
by: Zhang, Dingwei, et al.
Published: (2025)

Divide and Conquer Self-Supervised Learning for High-Content Imaging
by: Farndale, Lucas, et al.
Published: (2025)

DC-Net: Divide-and-Conquer for Salient Object Detection
by: Zhu, Jiayi, et al.
Published: (2023)

Feature-Space Semantic Invariance: Enhanced OOD Detection for Open-Set Domain Generalization
by: Wang, Haoliang, et al.
Published: (2024)

Mitigating Long-Tail Bias in HOI Detection via Adaptive Diversity Cache
by: Jiang, Yuqiu, et al.
Published: (2025)

Conjugated Semantic Pool Improves OOD Detection with Pre-trained Vision-Language Models
by: Chen, Mengyuan, et al.
Published: (2024)

Attention at Rest Stays at Rest: Breaking Visual Inertia for Cognitive Hallucination Mitigation
by: Gong, Boyang, et al.
Published: (2026)

Changing the Training Data Distribution to Reduce Simplicity Bias Improves In-distribution Generalization
by: Nguyen, Dang, et al.
Published: (2024)

An Empirical Analysis of VLM-based OOD Detection: Mechanisms, Advantages, and Sensitivity
by: Lee, Yuxiao, et al.
Published: (2025)

ST-SimDiff: Balancing Spatiotemporal Similarity and Difference for Efficient Video Understanding with MLLMs
by: Luo, Bingjun, et al.
Published: (2026)

Prototype Fusion: A Training-Free Multi-Layer Approach to OOD Detection
by: Gul, Shreen, et al.
Published: (2026)

Scalable Ensemble Diversification for OOD Generalization and Detection
by: Rubinstein, Alexander, et al.
Published: (2024)

GroundCount: Grounding Vision-Language Models with Object Detection for Mitigating Counting Hallucinations
by: Chen, Boyuan, et al.
Published: (2026)

Quantifying Context Bias in Domain Adaptation for Object Detection
by: Son, Hojun, et al.
Published: (2024)

DINOv3 Meets YOLO26 for Weed Detection in Vegetable Crops
by: Deng, Boyang, et al.
Published: (2026)

Bias Detection and Rotation-Robustness Mitigation in Vision-Language Models and Generative Image Models
by: Mithila, Tarannum
Published: (2026)

Overcoming the Pitfalls of Vision-Language Model Finetuning for OOD Generalization
by: Zang, Yuhang, et al.
Published: (2024)

TTA-OOD: Test-time Augmentation for Improving Out-of-Distribution Detection in Gastrointestinal Vision
by: Pokhrel, Sandesh, et al.
Published: (2024)

Pursuing Better Decision Boundaries for Long-Tailed Object Detection via Category Information Amount
by: Ma, Yanbiao, et al.
Published: (2025)

CMOOD: Concept-based Multi-label OOD Detection
by: Liu, Zhendong, et al.
Published: (2024)

A Geometric Explanation of the Likelihood OOD Detection Paradox
by: Kamkari, Hamidreza, et al.
Published: (2024)

From Detection to Mitigation: Addressing Bias in Deep Learning Models for Chest X-Ray Diagnosis
by: Mottez, Clemence, et al.
Published: (2025)

D-CoDe: Scaling Image-Pretrained VLMs to Video via Dynamic Compression and Question Decomposition
by: Huang, Yiyang, et al.
Published: (2025)

Causally-Grounded Dual-Path Attention Intervention for Object Hallucination Mitigation in LVLMs
by: Yu, Liu, et al.
Published: (2025)

BAMI: Training-Free Bias Mitigation in GUI Grounding
by: Zhang, Borui, et al.
Published: (2026)

MultiOOD: Scaling Out-of-Distribution Detection for Multiple Modalities
by: Dong, Hao, et al.
Published: (2024)

Mitigating Easy Option Bias in Multiple-Choice Question Answering
by: Zhang, Hao, 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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