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Bibliographic Details
Main Authors:	Xu, Huali, Liu, Li, Zhi, Shuaifeng, Fu, Shaojing, Su, Zhuo, Cheng, Ming-Ming, Liu, Yongxiang
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2403.01966
Tags:	Add Tag No Tags, Be the first to tag this record!

Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey
by: Xu, Huali, et al.
Published: (2023)

A Reverse Causal Framework to Mitigate Spurious Correlations for Debiasing Scene Graph Generation
by: Sun, Shuzhou, et al.
Published: (2025)

Task-Level Contrastiveness for Cross-Domain Few-Shot Learning
by: Topollai, Kristi, et al.
Published: (2025)

Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting
by: Zhuo, Linhai, et al.
Published: (2024)

Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning
by: Yi, Shuai, et al.
Published: (2026)

Reclaiming Lost Text Layers for Source-Free Cross-Domain Few-Shot Learning
by: Zhang, Zhenyu, et al.
Published: (2026)

Enhancing Representations through Heterogeneous Self-Supervised Learning
by: Li, Zhong-Yu, et al.
Published: (2023)

Textual and Visual Guided Task Adaptation for Source-Free Cross-Domain Few-Shot Segmentation
by: Liu, Jianming, et al.
Published: (2025)

Improving CLIP Adaptation by Breaking Tail Alignment for Source-Free Cross-Domain Few-Shot Learning
by: Yi, Shuai, et al.
Published: (2026)

Cross-Domain Transfer and Few-Shot Learning for Personal Identifiable Information Recognition
by: Ye, Junhong, et al.
Published: (2025)

Geometry-Aware Contrastive Learning for Few-Shot Automatic Modulation Recognition
by: Zhao, Guanqun, et al.
Published: (2026)

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

Learning Multi-Modal Prototypes for Cross-Domain Few-Shot Object Detection
by: Wang, Wanqi, et al.
Published: (2026)

Bridging Modalities: Enhancing Cross-Modality Hate Speech Detection with Few-Shot In-Context Learning
by: Hee, Ming Shan, et al.
Published: (2024)

Free Lunch to Meet the Gap: Intermediate Domain Reconstruction for Cross-Domain Few-Shot Learning
by: Zhang, Tong, et al.
Published: (2025)

MoTiC: Momentum Tightness and Contrast for Few-Shot Class-Incremental Learning
by: He, Zeyu, et al.
Published: (2025)

Source-Free Cross-Domain Continual Learning
by: Furqon, Muhammad Tanzil, et al.
Published: (2025)

Random Registers for Cross-Domain Few-Shot Learning
by: Yi, Shuai, et al.
Published: (2025)

Few-Shot Segmentation with Global and Local Contrastive Learning
by: Liu, Weide, et al.
Published: (2021)

BECLR: Batch Enhanced Contrastive Few-Shot Learning
by: Poulakakis-Daktylidis, Stylianos, et al.
Published: (2024)

Language-Aware Information Maximization for Transductive Few-Shot CLIP
by: Baklouti, Ghassen, et al.
Published: (2025)

Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning
by: Zou, Yixiong, et al.
Published: (2024)

Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation
by: Su, Jiapeng, et al.
Published: (2024)

Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector
by: Fu, Yuqian, et al.
Published: (2024)

Causal Disentanglement and Cross-Modal Alignment for Enhanced Few-Shot Learning
by: Jiang, Tianjiao, et al.
Published: (2025)

In-Context Fixation: When Demonstrated Labels Override Semantics in Few-Shot Classification
by: Liu, Ming
Published: (2026)

Maximizing Incremental Information Entropy for Contrastive Learning
by: Zhang, Jiansong, et al.
Published: (2026)

Task-Specific Preconditioner for Cross-Domain Few-Shot Learning
by: Kang, Suhyun, et al.
Published: (2024)

MCLRL: A Multi-Domain Contrastive Learning with Reinforcement Learning Framework for Few-Shot Modulation Recognition
by: Xu, Dongwei, et al.
Published: (2025)

Asymmetric Co-Training for Source-Free Few-Shot Domain Adaptation
by: Li, Gengxu, et al.
Published: (2025)

GDROS: A Geometry-Guided Dense Registration Framework for Optical-SAR Images under Large Geometric Transformations
by: Sun, Zixuan, et al.
Published: (2025)

Adapting In-Domain Few-Shot Segmentation to New Domains without Source Domain Retraining
by: Fan, Qi, et al.
Published: (2025)

A Causal Adjustment Module for Debiasing Scene Graph Generation
by: Liu, Li, et al.
Published: (2025)

PlaneRecTR++: Unified Query Learning for Joint 3D Planar Reconstruction and Pose Estimation
by: Shi, Jingjia, et al.
Published: (2023)

Few-Shot Domain Adaptation for Learned Image Compression
by: Zhang, Tianyu, et al.
Published: (2024)

Contrastive Graph Modeling for Cross-Domain Few-Shot Medical Image Segmentation
by: Bo, Yuntian, et al.
Published: (2025)

Luminance-Aware Statistical Quantization: Unsupervised Hierarchical Learning for Illumination Enhancement
by: Kong, Derong, et al.
Published: (2025)

Few-Shot Class-Incremental Learning with Non-IID Decentralized Data
by: Liu, Cuiwei, et al.
Published: (2024)

Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition
by: Hatano, Masashi, 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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