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Bibliographic Details
Main Authors:	Sun, Yifei, Wang, Tao, Qu, Junqi, Dong, Yushun, Tang, Hewei, Li, Shibo
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2501.17296
Tags:	Add Tag No Tags, Be the first to tag this record!

LocalEscaper: A Weakly-supervised Framework with Regional Reconstruction for Scalable Neural TSP Solvers
by: Wen, Junrui, et al.
Published: (2025)

Neural Dynamics-Informed Pre-trained Framework for Personalized Brain Functional Network Construction
by: Jiang, Hongjie, et al.
Published: (2026)

Harnessing Scale and Physics: A Multi-Graph Neural Operator Framework for PDEs on Arbitrary Geometries
by: Li, Zhihao, et al.
Published: (2024)

Rethinking Fair Graph Neural Networks from Re-balancing
by: Li, Zhixun, et al.
Published: (2024)

TIFO: Time-Invariant Frequency Operator for Stationarity-Aware Representation Learning in Time Series
by: Piao, Xihao, et al.
Published: (2026)

FFINO: Factorized Fourier Improved Neural Operator for Modeling Multiphase Flow in Underground Hydrogen Storage
by: Wang, Tao, et al.
Published: (2025)

ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data
by: Lei, Zhenyu, et al.
Published: (2024)

Transfer learning in Scalable Graph Neural Network for Improved Physical Simulation
by: Shen, Siqi, et al.
Published: (2025)

TreeMIL: A Multi-instance Learning Framework for Time Series Anomaly Detection with Inexact Supervision
by: Liu, Chen, et al.
Published: (2024)

A Unified Framework for Locality in Scalable MARL
by: Chakraborty, Sourav, et al.
Published: (2026)

LNN-PINN: A Unified Physics-Only Training Framework with Liquid Residual Blocks
by: Tao, Ze, et al.
Published: (2025)

A Unified Framework for Next-Gen Urban Forecasting via LLM-driven Dependency Retrieval and GeoTransformer
by: Jia, Yuhao, et al.
Published: (2024)

UniFluids: Unified Neural Operator Learning with Conditional Flow-matching
by: Li, Haosen, et al.
Published: (2026)

GraphIP-Bench: How Hard Is It to Steal a Graph Neural Network, and Can We Stop It?
by: Zhao, Kaixiang, et al.
Published: (2026)

Does Your Wildfire Prediction Model Actually Work, or Just Score Well?
by: Xu, Yangshuang, et al.
Published: (2026)

UniPruning: Unifying Local Metric and Global Feedback for Scalable Sparse LLMs
by: Ding, Yizhuo, et al.
Published: (2025)

An Interpretable and Scalable Framework for Evaluating Large Language Models
by: Qu, Xinhao, et al.
Published: (2026)

MNO: Multiscale Neural Operator for 3D Computational Fluid Dynamics
by: Wang, Qinxuan, et al.
Published: (2025)

An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning
by: Li, Dong, et al.
Published: (2024)

Decompose, Structure, and Repair: A Neuro-Symbolic Framework for Autoformalization via Operator Trees
by: Liu, Xiaoyang, et al.
Published: (2026)

Multi-Agent Debate: A Unified Agentic Framework for Tabular Anomaly Detection
by: Wang, Pinqiao, et al.
Published: (2026)

Learning Semilinear Neural Operators : A Unified Recursive Framework For Prediction And Data Assimilation
by: Singh, Ashutosh, et al.
Published: (2024)

Property-driven Protein Inverse Folding With Multi-Objective Preference Alignment
by: Hou, Xiaoyang, et al.
Published: (2026)

ExPath: Targeted Pathway Inference for Biological Knowledge Bases via Graph Learning and Explanation
by: Kotoge, Rikuto, et al.
Published: (2025)

A Unified Invariant Learning Framework for Graph Classification
by: Sui, Yongduo, et al.
Published: (2025)

Multi-Fidelity Flow Matching: Cascaded Refinement of PDE Solutions
by: Chen, Sipeng, et al.
Published: (2026)

Scalable In-Context Q-Learning
by: Liu, Jinmei, et al.
Published: (2025)

Collaborative Multi-LoRA Experts with Achievement-based Multi-Tasks Loss for Unified Multimodal Information Extraction
by: Yuan, Li, et al.
Published: (2025)

Physics-informed Attention-enhanced Fourier Neural Operator for Solar Magnetic Field Extrapolations
by: Cao, Jinghao, et al.
Published: (2025)

GWT: Scalable Optimizer State Compression for Large Language Model Training
by: Wen, Ziqing, et al.
Published: (2025)

A Scalable, Causal, and Energy Efficient Framework for Neural Decoding with Spiking Neural Networks
by: Mentzelopoulos, Georgios, et al.
Published: (2025)

NeuralMAG: Fast and Generalizable Micromagnetic Simulation with Deep Neural Nets
by: Cai, Yunqi, et al.
Published: (2024)

Why Transformers Need Adam: A Hessian Perspective
by: Zhang, Yushun, et al.
Published: (2024)

Universal Physics Transformers: A Framework For Efficiently Scaling Neural Operators
by: Alkin, Benedikt, et al.
Published: (2024)

Mobility-Aware Cache Framework for Scalable LLM-Based Human Mobility Simulation
by: Yan, Hua, et al.
Published: (2026)

EPR-GAIL: An EPR-Enhanced Hierarchical Imitation Learning Framework to Simulate Complex User Consumption Behaviors
by: Feng, Tao, et al.
Published: (2025)

DESIGN: Encrypted GNN Inference via Server-Side Input Graph Pruning
by: Zhao, Kaixiang, et al.
Published: (2025)

Omni-DNA: A Unified Genomic Foundation Model for Cross-Modal and Multi-Task Learning
by: Li, Zehui, et al.
Published: (2025)

A Unified Framework for Neural Computation and Learning Over Time
by: Melacci, Stefano, 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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