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Bibliographic Details
Main Authors:	Husom, Erik Johannes, Goknil, Arda, Astekin, Merve, Shar, Lwin Khin, Kåsen, Andre, Sen, Sagar, Mithassel, Benedikt Andreas, Soylu, Ahmet
Format:	Preprint
Published:	2025
Subjects:	Computers and Society Artificial Intelligence Computation and Language Machine Learning
Online Access:	https://arxiv.org/abs/2504.03360
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A Comparative Study on Large Language Models for Log Parsing
by: Astekin, Merve, et al.
Published: (2024)

Security Modelling for Cyber-Physical Systems: A Systematic Literature Review
by: Huang, Shaofei, et al.
Published: (2024)

Bayesian and Multi-Objective Decision Support for Real-Time Incident Mitigation in Critical Infrastructure
by: Huang, Shaofei, et al.
Published: (2025)

From Incomplete Architecture to Quantified Risk: Multimodal LLM-Driven Security Assessment for Cyber-Physical Systems
by: Huang, Shaofei, et al.
Published: (2026)

ACTISM: Threat-informed Dynamic Security Modelling for Automotive Systems
by: Huang, Shaofei, et al.
Published: (2024)

Privacy Policy Analysis through Prompt Engineering for LLMs
by: Goknil, Arda, et al.
Published: (2024)

Greening AI Inference with Accuracy and Latency-aware User Incentives
by: Siris, Vasilios A., et al.
Published: (2026)

QPART: Adaptive Model Quantization and Dynamic Workload Balancing for Accuracy-aware Edge Inference
by: Li, Xiangchen, et al.
Published: (2025)

Large Language Model Partitioning for Low-Latency Inference at the Edge
by: Kafetzis, Dimitrios, et al.
Published: (2025)

VLM-Fuzz: Vision Language Model Assisted Recursive Depth-first Search Exploration for Effective UI Testing of Android Apps
by: Demissie, Biniam Fisseha, et al.
Published: (2025)

HQP: Sensitivity-Aware Hybrid Quantization and Pruning for Ultra-Low-Latency Edge AI Inference
by: Gopalan, Dinesh, et al.
Published: (2026)

Accelerating Edge Inference for Distributed MoE Models with Latency-Optimized Expert Placement
by: Wu, Tian, et al.
Published: (2025)

Runtime Anomaly Detection for Drones: An Integrated Rule-Mining and Unsupervised-Learning Approach
by: Tan, Ivan, et al.
Published: (2025)

Toward Sustainability-Aware LLM Inference on Edge Clusters
by: Rajashekar, Kolichala, et al.
Published: (2025)

Towards Energy-Efficiency by Navigating the Trilemma of Energy, Latency, and Accuracy
by: Tian, Boyuan, et al.
Published: (2024)

LLM Inference at the Edge: Mobile, NPU, and GPU Performance Efficiency Trade-offs Under Sustained Load
by: Tummalapalli, Pranay, et al.
Published: (2026)

Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge
by: Shen, Xuan, et al.
Published: (2023)

Trust-Aware Routing for Distributed Generative AI Inference at the Edge
by: Nguyen, Chanh, et al.
Published: (2026)

IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency
by: Ghafouri, Saeid, et al.
Published: (2023)

Uncertainty Quantification using Variational Inference for Biomedical Image Segmentation
by: Sagar, Abhinav
Published: (2020)

Differentiated Security Architecture for Secure and Efficient Infotainment Data Communication in IoV Networks
by: Fan, Jiani, et al.
Published: (2024)

Lifted Inference beyond First-Order Logic
by: Malhotra, Sagar, et al.
Published: (2023)

FFSplit: Split Feed-Forward Network For Optimizing Accuracy-Efficiency Trade-off in Language Model Inference
by: Liu, Zirui, et al.
Published: (2024)

SafeMath: Inference-time Safety improves Math Accuracy
by: Basu, Sagnik, et al.
Published: (2026)

Inference Energy and Latency in AI-Mediated Education: A Learning-per-Watt Analysis of Edge and Cloud Models
by: Khemani, Kushal
Published: (2026)

Adaptive Workload Distribution for Accuracy-aware DNN Inference on Collaborative Edge Platforms
by: Taufique, Zain, et al.
Published: (2023)

Prompt Cache: Modular Attention Reuse for Low-Latency Inference
by: Gim, In, et al.
Published: (2023)

Accuracy of Uniform Inference on Fine Grid Points
by: Imai, Shunsuke
Published: (2025)

CQIL: Inference Latency Optimization with Concurrent Computation of Quasi-Independent Layers
by: Zou, Longwei, et al.
Published: (2024)

Action Deviation-Aware Inference for Low-Latency Wireless Robots
by: Park, Jeyoung, et al.
Published: (2025)

LatencyPrism: Online Non-intrusive Latency Sculpting for SLO-Guaranteed LLM Inference
by: Du, Yin, et al.
Published: (2026)

AlloyInEcore: Embedding of First-Order Relational Logic into Meta-Object Facility for Automated Model Reasoning
by: Erata, Ferhat, et al.
Published: (2024)

A Tool for Automated Reasoning About Traces Based on Configurable Formal Semantics
by: Erata, Ferhat, et al.
Published: (2024)

EdgePoint2: Compact Descriptors for Superior Efficiency and Accuracy
by: Yao, Haodi, et al.
Published: (2025)

Enabling Dynamic Sparsity in Quantized LLM Inference
by: Wang, Rongxiang, et al.
Published: (2025)

Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve
by: Agrawal, Amey, et al.
Published: (2024)

Token Level Routing Inference System for Edge Devices
by: She, Jianshu, et al.
Published: (2025)

Memory Offloading for Large Language Model Inference with Latency SLO Guarantees
by: Ma, Chenxiang, et al.
Published: (2025)

Accelerating Mixture-of-Experts Inference by Hiding Offloading Latency with Speculative Decoding
by: Wang, Zhibin, 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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