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Main Authors:	Zeng, Fanhu, Cheng, Zhen, Zhu, Fei, Zhang, Xu-Yao
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	https://arxiv.org/abs/2503.20492
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VTCBench: Can Vision-Language Models Understand Long Context with Vision-Text Compression?
by: Zhao, Hongbo, et al.
Published: (2025)

Fine-Grained Post-Training Quantization for Large Vision Language Models with Quantization-Aware Integrated Gradients
by: Xiang, Ziwei, et al.
Published: (2026)

Efficient Few-Shot Continual Learning in Vision-Language Models
by: Panos, Aristeidis, et al.
Published: (2025)

MCITlib: Multimodal Continual Instruction Tuning Library and Benchmark
by: Guo, Haiyang, et al.
Published: (2025)

Efficient Few-Shot Learning in Remote Sensing: Fusing Vision and Vision-Language Models
by: Chua, Jia Yun, et al.
Published: (2025)

ModalPrompt: Towards Efficient Multimodal Continual Instruction Tuning with Dual-Modality Guided Prompt
by: Zeng, Fanhu, et al.
Published: (2024)

VGAS: Value-Guided Action-Chunk Selection for Few-Shot Vision-Language-Action Adaptation
by: Xu, Changhua, et al.
Published: (2026)

Temporal Object-Aware Vision Transformer for Few-Shot Video Object Detection
by: Kumar, Yogesh, et al.
Published: (2025)

FoPru: Focal Pruning for Efficient Large Vision-Language Models
by: Jiang, Lei, et al.
Published: (2024)

EchoApex: A General-Purpose Vision Foundation Model for Echocardiography
by: Amadou, Abdoul Aziz, et al.
Published: (2024)

Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features
by: Mitra, Chancharik, et al.
Published: (2024)

EfficientFSL: Enhancing Few-Shot Classification via Query-Only Tuning in Vision Transformers
by: Liao, Wenwen, et al.
Published: (2026)

ChromouVQA: Benchmarking Vision-Language Models under Chromatic Camouflaged Images
by: Zhang, Yunfei, et al.
Published: (2025)

Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection
by: Jung, Min Jae, et al.
Published: (2023)

1S-DAug: One-Shot Data Augmentation for Robust Few-Shot Generalization
by: Bai, Yunwei, et al.
Published: (2026)

Flash-DMD: Towards High-Fidelity Few-Step Image Generation with Efficient Distillation and Joint Reinforcement Learning
by: Chen, Guanjie, et al.
Published: (2025)

PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation
by: Yan, Zhonghao, et al.
Published: (2025)

Benchmarking Zero-Shot Recognition with Vision-Language Models: Challenges on Granularity and Specificity
by: Xu, Zhenlin, et al.
Published: (2023)

From Generation to Generalization: Emergent Few-Shot Learning in Video Diffusion Models
by: Acuaviva, Pablo, et al.
Published: (2025)

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback
by: Guo, Litao, et al.
Published: (2025)

Text-Guided Attention is All You Need for Zero-Shot Robustness in Vision-Language Models
by: Yu, Lu, et al.
Published: (2024)

Few-Shot Classification of Interactive Activities of Daily Living (InteractADL)
by: Durante, Zane, et al.
Published: (2024)

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

Generalizable Vision-Language Few-Shot Adaptation with Predictive Prompts and Negative Learning
by: Mandalika, Sriram
Published: (2025)

Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision
by: Wu, Haoning, et al.
Published: (2023)

Multimodal Parameter-Efficient Few-Shot Class Incremental Learning
by: D'Alessandro, Marco, et al.
Published: (2023)

Efficient Masked Attention Transformer for Few-Shot Classification and Segmentation
by: Carrión-Ojeda, Dustin, et al.
Published: (2025)

SOAP: Enhancing Spatio-Temporal Relation and Motion Information Capturing for Few-Shot Action Recognition
by: Huang, Wenbo, et al.
Published: (2024)

CF-VLA: Efficient Coarse-to-Fine Action Generation for Vision-Language-Action Policies
by: Du, Fan, et al.
Published: (2026)

Few-Shot Pattern Detection via Template Matching and Regression
by: Jo, Eunchan, et al.
Published: (2025)

RAT: Boosting Misclassification Detection Ability without Extra Data
by: Yan, Ge, et al.
Published: (2025)

Like Humans to Few-Shot Learning through Knowledge Permeation of Vision and Text
by: Jia, Yuyu, et al.
Published: (2024)

DIAGen: Semantically Diverse Image Augmentation with Generative Models for Few-Shot Learning
by: Lingenberg, Tobias, et al.
Published: (2024)

AnomalySD: Few-Shot Multi-Class Anomaly Detection with Stable Diffusion Model
by: Yan, Zhenyu, et al.
Published: (2024)

Transductive Zero-Shot and Few-Shot CLIP
by: Martin, Ségolène, et al.
Published: (2024)

ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models
by: Bendou, Yassir, et al.
Published: (2025)

TinyLVLM-eHub: Towards Comprehensive and Efficient Evaluation for Large Vision-Language Models
by: Shao, Wenqi, et al.
Published: (2023)

Few-Shot Medical Image Segmentation with High-Fidelity Prototypes
by: Tang, Song, et al.
Published: (2024)

TinyViT-Batten: Few-Shot Vision Transformer with Explainable Attention for Early Batten-Disease Detection on Pediatric MRI
by: Uppalapati, Khartik, 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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