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Bibliographic Details
Main Authors:	Huang, Liping, Zhang, Yicheng, Yin, Yifang, Zhang, Sheng, Zhang, Yi
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2508.09144
Tags:	Add Tag No Tags, Be the first to tag this record!

How Transformers Learn to Plan via Multi-Token Prediction
by: Huang, Jianhao, et al.
Published: (2026)

AutoHFormer: Efficient Hierarchical Autoregressive Transformer for Time Series Prediction
by: Zhang, Qianru, et al.
Published: (2025)

Accelerating Diffusion Transformers with Token-wise Feature Caching
by: Zou, Chang, et al.
Published: (2024)

A Data-Driven Model Predictive Control Framework for Multi-Aircraft TMA Routing Under Travel Time Uncertainty
by: Zhang, Yi, et al.
Published: (2025)

Rethinking Token-wise Feature Caching: Accelerating Diffusion Transformers with Dual Feature Caching
by: Zou, Chang, et al.
Published: (2024)

Cautious Next Token Prediction
by: Wang, Yizhou, et al.
Published: (2025)

Learning with Geometry: Including Riemannian Geometric Features in Coefficient of Pressure Prediction on Aircraft Wings
by: Hu, Liwei, et al.
Published: (2023)

Movie Recommendation with Poster Attention via Multi-modal Transformer Feature Fusion
by: Xia, Linhan, et al.
Published: (2024)

A General and Efficient Training for Transformer via Token Expansion
by: Huang, Wenxuan, et al.
Published: (2024)

FusionCast: Enhancing Precipitation Nowcasting with Asymmetric Cross-Modal Fusion and Future Radar Priors
by: Wang, Henan, et al.
Published: (2026)

Efficient Large-Scale Urban Parking Prediction: Graph Coarsening Based on Real-Time Parking Service Capability
by: Wang, Yixuan, et al.
Published: (2024)

FLDmamba: Integrating Fourier and Laplace Transform Decomposition with Mamba for Enhanced Time Series Prediction
by: Zhang, Qianru, et al.
Published: (2025)

ETA: Energy-based Test-time Adaptation for Depth Completion
by: Chung, Younjoon, et al.
Published: (2025)

Resource-Efficient Transformer Architecture: Optimizing Memory and Execution Time for Real-Time Applications
by: V, Krisvarish, et al.
Published: (2024)

Rethinking Time Encoding via Learnable Transformation Functions
by: Chen, Xi, et al.
Published: (2025)

SRTFD: Scalable Real-Time Fault Diagnosis through Online Continual Learning
by: Zhao, Dandan, et al.
Published: (2024)

Fairness-Aware Streaming Feature Selection with Causal Graphs
by: Zhang, Leizhen, et al.
Published: (2024)

DeepSelective: Interpretable Prognosis Prediction via Feature Selection and Compression in EHR Data
by: Zhang, Ruochi, et al.
Published: (2025)

TW-CRL: Time-Weighted Contrastive Reward Learning for Efficient Inverse Reinforcement Learning
by: Li, Yuxuan, et al.
Published: (2025)

From Values to Tokens: An LLM-Driven Framework for Context-aware Time Series Forecasting via Symbolic Discretization
by: Tao, Xiaoyu, et al.
Published: (2025)

RainBalance: Alleviating Dual Imbalance in GNSS-based Precipitation Nowcasting via Continuous Probability Modeling
by: Zhang, Yifang, et al.
Published: (2026)

Selective Test-Time Compute Scaling for Click-Through Rate Prediction via Uncertainty-Triggered Feature Path Exploration
by: Zhang, Moyu, et al.
Published: (2026)

SaDiT: Efficient Protein Backbone Design via Latent Structural Tokenization and Diffusion Transformers
by: Mo, Shentong, et al.
Published: (2026)

VecFormer: Towards Efficient and Generalizable Graph Transformer with Graph Token Attention
by: Zhou, Jingbo, et al.
Published: (2026)

FastFT: Accelerating Reinforced Feature Transformation via Advanced Exploration Strategies
by: He, Tianqi, et al.
Published: (2025)

EntropyStop: Unsupervised Deep Outlier Detection with Loss Entropy
by: Huang, Yihong, et al.
Published: (2024)

InstructTime++: Time Series Classification with Multimodal Language Modeling via Implicit Feature Enhancement
by: Cheng, Mingyue, et al.
Published: (2026)

AI-Integrated Decision Support System for Real-Time Market Growth Forecasting and Multi-Source Content Diffusion Analytics
by: Yin, Ziqing, et al.
Published: (2025)

Reliable Real-Time Value at Risk Estimation via Quantile Regression Forest with Conformal Calibration
by: Wang, Du-Yi, et al.
Published: (2026)

Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model
by: Huang, Xiannan, et al.
Published: (2025)

TCR-GPT: Integrating Autoregressive Model and Reinforcement Learning for T-Cell Receptor Repertoires Generation
by: Lin, Yicheng, et al.
Published: (2024)

Global-Lens Transformers: Adaptive Token Mixing for Dynamic Link Prediction
by: Zou, Tao, et al.
Published: (2025)

TART: Token-based Architecture Transformer for Neural Network Performance Prediction
by: He, Yannis Y.
Published: (2025)

Time Series Modeling for Heart Rate Prediction: From ARIMA to Transformers
by: Ni, Haowei, et al.
Published: (2024)

MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
by: Duan, Wenchang, et al.
Published: (2026)

Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization
by: Masserano, Luca, et al.
Published: (2024)

Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph Reasoning
by: Yin, Gongzhu, et al.
Published: (2025)

Contact-Guided 3D Genome Structure Generation of E. coli via Diffusion Transformers
by: Zhang, Mingxin, et al.
Published: (2026)

Parking Availability Prediction via Fusing Multi-Source Data with A Self-Supervised Learning Enhanced Spatio-Temporal Inverted Transformer
by: Huang, Yin, et al.
Published: (2025)

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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