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Main Authors:	Yang, Luoxiao, Wang, Yun, Fan, Xinqi, Cohen, Israel, Chen, Jingdong, Zhang, Zijun
Format:	Preprint
Published:	2024
Subjects:	Machine Learning Artificial Intelligence Computer Vision and Pattern Recognition
Online Access:	https://arxiv.org/abs/2407.07311
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ViT-Linearizer: Distilling Quadratic Knowledge into Linear-Time Vision Models
by: Wei, Guoyizhe, et al.
Published: (2025)

MM-ISTS: Cooperating Irregularly Sampled Time Series Forecasting with Multimodal Vision-Text LLMs
by: Lei, Zhi, et al.
Published: (2026)

EEO-TFV: Escape-Explore Optimizer for Web-Scale Time-Series Forecasting and Vision Analysis
by: Wang, Hua, et al.
Published: (2026)

Reprogramming Vision Foundation Models for Spatio-Temporal Forecasting
by: Chen, Changlu, et al.
Published: (2025)

SSDA: Bridging Spectral and Structural Gaps via Dual Adaptation for Vision-Based Time Series Forecasting
by: Zhang, Mingrui, et al.
Published: (2026)

TAMMs: Change Understanding and Forecasting in Satellite Image Time Series with Temporal-Aware Multimodal Models
by: Guo, Zhongbin, et al.
Published: (2025)

VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters
by: Chen, Mouxiang, et al.
Published: (2024)

CrisisViT: A Robust Vision Transformer for Crisis Image Classification
by: Long, Zijun, et al.
Published: (2024)

Harnessing Vision Models for Time Series Analysis: A Survey
by: Ni, Jingchao, et al.
Published: (2025)

SAC-ViT: Semantic-Aware Clustering Vision Transformer with Early Exit
by: Hu, Youbing, et al.
Published: (2025)

TriTS: Time Series Forecasting from a Multimodal Perspective
by: Ao, Xiang
Published: (2026)

ViCLIP-OT: The First Foundation Vision-Language Model for Vietnamese Image-Text Retrieval with Optimal Transport
by: Tran, Quoc-Khang, et al.
Published: (2026)

Playing to Vision Foundation Model's Strengths in Stereo Matching
by: Liu, Chuang-Wei, et al.
Published: (2024)

Perception Before Reasoning: Two-Stage Reinforcement Learning for Visual Reasoning in Vision-Language Models
by: Chen, Yan, et al.
Published: (2025)

Harnessing Vision-Language Models for Time Series Anomaly Detection
by: He, Zelin, et al.
Published: (2025)

From Pixels to Predictions: Spectrogram and Vision Transformer for Better Time Series Forecasting
by: Zeng, Zhen, et al.
Published: (2024)

LF-ViT: Reducing Spatial Redundancy in Vision Transformer for Efficient Image Recognition
by: Hu, Youbing, et al.
Published: (2024)

ViFusionTST: Deep Fusion of Time-Series Image Representations from Load Signals for Early Bed-Exit Prediction
by: Liu, Hao, et al.
Published: (2025)

VFMF: World Modeling by Forecasting Vision Foundation Model Features
by: Boduljak, Gabrijel, et al.
Published: (2025)

ECRTime: Ensemble Integration of Classification and Retrieval for Time Series Classification
by: Zhao, Fan, et al.
Published: (2024)

Forecasting as Rendering: A 2D Gaussian Splatting Framework for Time Series Forecasting
by: Wang, Yixin, et al.
Published: (2026)

NexViTAD: Few-shot Unsupervised Cross-Domain Defect Detection via Vision Foundation Models and Multi-Task Learning
by: Mu, Tianwei, et al.
Published: (2025)

Time Series, Vision, and Language: Exploring the Limits of Alignment in Contrastive Representation Spaces
by: Yashwante, Pratham, et al.
Published: (2026)

BrainCast: A Spatio-Temporal Forecasting Model for Whole-Brain fMRI Time Series Prediction
by: Gao, Yunlong, et al.
Published: (2026)

TimeRFT: Stimulating Generalizable Time Series Forecasting for TSFMs via Reinforcement Finetuning
by: Li, Siyang, et al.
Published: (2026)

From Images to Signals: Are Large Vision Models Useful for Time Series Analysis?
by: Zhao, Ziming, et al.
Published: (2025)

Training-Free Unsupervised Prompt for Vision-Language Models
by: Long, Sifan, et al.
Published: (2024)

Multi-scale Spatio-temporal Transformer-based Imbalanced Longitudinal Learning for Glaucoma Forecasting from Irregular Time Series Images
by: Yang, Xikai, et al.
Published: (2024)

When Large Vision-Language Model Meets Large Remote Sensing Imagery: Coarse-to-Fine Text-Guided Token Pruning
by: Luo, Junwei, et al.
Published: (2025)

Chain-of-Models Pre-Training: Rethinking Training Acceleration of Vision Foundation Models
by: Fan, Jiawei, et al.
Published: (2026)

Plots Unlock Time-Series Understanding in Multimodal Models
by: Daswani, Mayank, et al.
Published: (2024)

Token-Level Inference-Time Alignment for Vision-Language Models
by: Chen, Kejia, et al.
Published: (2025)

RePaViT: Scalable Vision Transformer Acceleration via Structural Reparameterization on Feedforward Network Layers
by: Xu, Xuwei, et al.
Published: (2025)

GranViT: A Fine-Grained Vision Model With Autoregressive Perception For MLLMs
by: Zheng, Guanghao, et al.
Published: (2025)

ViGoR: Improving Visual Grounding of Large Vision Language Models with Fine-Grained Reward Modeling
by: Yan, Siming, et al.
Published: (2024)

Spurious Feature Eraser: Stabilizing Test-Time Adaptation for Vision-Language Foundation Model
by: Ma, Huan, et al.
Published: (2024)

PEANO-ViT: Power-Efficient Approximations of Non-Linearities in Vision Transformers
by: Sadeghi, Mohammad Erfan, et al.
Published: (2024)

Towards Efficient Real-Time Video Motion Transfer via Generative Time Series Modeling
by: Haque, Tasmiah, et al.
Published: (2025)

Cross Space and Time: A Spatio-Temporal Unitized Model for Traffic Flow Forecasting
by: Ruan, Weilin, et al.
Published: (2024)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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