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Bibliographic Details
Main Authors:	AI, Lumen, School, Tengzhou No. 1 Middle, Ji, Shihao, Song, Zihui, Zhong, Fucheng, Jia, Jisen, Wu, Zhaobo, Cao, Zheyi, Tianhao, Xu
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2501.16394
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Enhancing Large Language Model Efficiencyvia Symbolic Compression: A Formal Approach Towards Interpretability
by: AI, Lumen, et al.
Published: (2025)

OpenGrok: Enhancing SNS Data Processing with Distilled Knowledge and Mask-like Mechanisms
by: AI, Lumen, et al.
Published: (2025)

MyGO Multiplex CoT: A Method for Self-Reflection in Large Language Models via Double Chain of Thought Thinking
by: Ji, Shihao, et al.
Published: (2025)

RAID-0e: A Resilient Striping Array Architecture for Balanced Performance and Availability
by: Jia, Yanzhao, et al.
Published: (2025)

Credal Transformer: A Principled Approach for Quantifying and Mitigating Hallucinations in Large Language Models
by: Ji, Shihao, et al.
Published: (2025)

Xiaoice: Training-Free Video Understanding via Self-Supervised Spatio-Temporal Clustering of Semantic Features
by: Ji, Shihao, et al.
Published: (2025)

L-MoE: End-to-End Training of a Lightweight Mixture of Low-Rank Adaptation Experts
by: Ji, Shihao, et al.
Published: (2025)

MyGO: Memory Yielding Generative Offline-consolidation for Lifelong Learning Systems
by: Ji, Shihao, et al.
Published: (2025)

Soft-NBCE: Entropy-Weighted Chunk Fusion for Long-Context
by: Ji, Shihao, et al.
Published: (2026)

Expected Value Alignment for Generative Reward Modeling in Formal Mathematics Verification
by: Ji, Shihao, et al.
Published: (2026)

Aspects of three-dimensional C-metric
by: Tian, Jia, et al.
Published: (2024)

Thermodynamics and Holography of Three-dimensional Accelerating black holes
by: Tian, Jia, et al.
Published: (2023)

Lie groupoid Riemann-Roch-Hirzebruch theorem and applications
by: Hu, Tengzhou
Published: (2024)

Kodaira vanishing theorems for Kahler Lie algebroids
by: Hu, Tengzhou
Published: (2024)

Data Scaling as Progressive Coverage of a Predictive Contribution Spectrum
by: Song, Zihui, et al.
Published: (2026)

Modular transformations of on-shell actions of (root-)$\text{T}\overline{\text{T}}$ deformed holographic CFTs
by: Tian, Jia, et al.
Published: (2024)

Spacetime Bananas with EOW Branes and Spins
by: Tian, Jia, et al.
Published: (2024)

Horizon Driving School
by: Horizon Driving School
Published: (2025)

Bamboo for Viksit Bharat 2047: A Roadmap for Sustainable Industrial Futures
by: Indian School of Business
Published: (2025)

Šolska kronika / School Chronicle (2024, 1)
by: Slovenian School Museum
Published: (2024)

Šolska kronika / School Chronicle (2025, 2-3)
by: Slovenian School Museum
Published: (2025)

BRIDGE D5.1. Dissemination, exploitation, and communication plan, including publication strategy
by: Kyiv School of Economics
Published: (2025)

Holographic correlation functions from wedge
by: Lai, Tengzhou, et al.
Published: (2024)

Quantum slush state in Rydberg atom arrays
by: Zhang, Tengzhou, et al.
Published: (2023)

Hong-Ou-Mandel Interference in a temporal-average-inversion-symmetric chain
by: Hu, Shi, et al.
Published: (2024)

Learnable Group Transform: Enhancing Genotype-to-Phenotype Prediction for Rice Breeding with Small, Structured Datasets
by: Dong, Yunxuan, et al.
Published: (2025)

Optimization in Conceptual Design of a BWB UAV Using an Adaptive Kriging‐Based Surrogate Model
by: Xinshi Suo, et al.
Published: (2026)

To Compute or not to Compute? Adaptive Smart Sensing in Resource-Constrained Edge Computing
by: Ballotta, Luca, et al.
Published: (2022)

Efficiency-Aware Computational Intelligence for Resource-Constrained Manufacturing Toward Edge-Ready Deployment
by: Zhou, Qianyu
Published: (2025)

Local Constrained Bayesian Optimization
by: Jingzhe, Jing, et al.
Published: (2026)

APOLLO AND THE TOAST: Technological Utopia and the Myth of Smallness
by: Lumen, Vériti
Published: (2025)

A Spontaneous Case: Neurophysiological and Phenomenological Documentation of Post-NDE Consciousness Reorganization
by: Lumen, Elias
Published: (2026)

Graduate prospectus : for entry in 2011
by: The London School of Economics and Political Science
Published: (2011)

Input‐Based Adaptive Event‐Triggered Control Under a Network Resource‐Constrained Environment
by: Poonam Sahu, et al.
Published: (2025)

SacFL: Self-Adaptive Federated Continual Learning for Resource-Constrained End Devices
by: Zhong, Zhengyi, et al.
Published: (2025)

Infinite-temperature quantum phases and phase transitions
by: Zhang, Tengzhou, et al.
Published: (2025)

The General Theory of Physics: A Unified 5D Curvature Framework for Matter, Fields, and Quantisation
by: OpenAI GPT-5.1, et al.
Published: (2025)

The Mashio–Lumen Universe — A Collaborative Cosmological Framework by a Human and an AI
by: Mashio, Katagai, et al.
Published: (2025)

Conducting Hydrogel‐Based Neural Biointerfacing Technologies
by: Pei Zhang, 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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