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Main Authors:	Kiguchi, Kanan, Tu, Yunhao, Ajito, Katsuhiro, Alnajjar, Fady, Murase, Kazuyuki
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence I.2.6; I.2.1; H.3.1; J.3
Online Access:	https://arxiv.org/abs/2505.15747
Tags:	Add Tag No Tags, Be the first to tag this record!

IMDMR: An Intelligent Multi-Dimensional Memory Retrieval System for Enhanced Conversational AI
by: Pawar, Tejas, et al.
Published: (2025)

Unsupervised Discovery of Clinical Disease Signatures Using Probabilistic Independence
by: Lasko, Thomas A., et al.
Published: (2024)

Hierarchical Pooling and Explainability in Graph Neural Networks for Tumor and Tissue-of-Origin Classification Using RNA-seq Data
by: Fontanari, Thomas Vaitses, et al.
Published: (2026)

A Lightweight Multi-Expert Generative Language Model System for Engineering Information and Knowledge Extraction
by: Bogachov, Bogdan, et al.
Published: (2025)

Simulated Human Learning in a Dynamic, Partially-Observed, Time-Series Environment
by: Jiang, Jeffrey, et al.
Published: (2025)

Perfecting Aircraft Maneuvers with Reinforcement Learning
by: Cilan, Atahan, et al.
Published: (2026)

Cryptogenic stroke and migraine: using probabilistic independence and machine learning to uncover latent sources of disease from the electronic health record
by: Betts, Joshua W., et al.
Published: (2025)

Test Case Features as Hyper-heuristics for Inductive Programming
by: McDaid, Edward, et al.
Published: (2024)

CS-Guide: Leveraging LLMs and Student Reflections to Provide Frequent, Scalable Academic Monitoring Feedback to Computer Science Students
by: Chacko, Samuel Jacob, et al.
Published: (2025)

IntelliCode: A Multi-Agent LLM Tutoring System with Centralized Learner Modeling
by: David, Jones, et al.
Published: (2025)

LLMs as Architects and Critics for Multi-Source Opinion Summarization
by: Attri, Anuj, et al.
Published: (2025)

Why We Feel What We Feel: Joint Detection of Emotions and Their Opinion Triggers in E-commerce
by: Attri, Arnav, et al.
Published: (2025)

Integrating Linear Regression and Multi-Criteria Decision Making for Assessing Financial Statement Risks in Manufacturing Firms
by: Abdullah, Duaa, et al.
Published: (2026)

When Reasoning Fails: Evaluating 'Thinking' LLMs for Stock Prediction
by: Sodha, Rakeshkumar H
Published: (2025)

Antibody Design and Optimization with Multi-scale Equivariant Graph Diffusion Models for Accurate Complex Antigen Binding
by: Chen, Jiameng, et al.
Published: (2025)

Instruction and Solution Probabilities as Heuristics for Inductive Programming
by: McDaid, Edward, et al.
Published: (2025)

SPARTA: Scalable and Principled Benchmark of Tree-Structured Multi-hop QA over Text and Tables
by: Park, Sungho, et al.
Published: (2026)

Tensor Manifold-Based Graph-Vector Fusion for AI-Native Academic Literature Retrieval
by: Wei, Xing, et al.
Published: (2026)

From Untamed Black Box to Interpretable Pedagogical Orchestration: The Ensemble of Specialized LLMs Architecture for Adaptive Tutoring
by: Kadir, Nizam
Published: (2026)

Assessing the Performance-Efficiency Trade-off of Foundation Models in Probabilistic Electricity Price Forecasting
by: Lettner, Jan Niklas, et al.
Published: (2026)

DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning
by: Guo, Jiaxin, et al.
Published: (2025)

Assessing Financial Statement Risks among $\mathrm{MCDM}$ Techniques
by: Abdullah, Marwa, et al.
Published: (2025)

ARCHED: A Human-Centered Framework for Transparent, Responsible, and Collaborative AI-Assisted Instructional Design
by: Li, Hongming, et al.
Published: (2025)

An Audio-centric Multi-task Learning Framework for Streaming Ads Targeting on Spotify
by: Verma, Shivam, et al.
Published: (2025)

Deep Convolutional Autoencoder for Assessment of Drive-Cycle Anomalies in Connected Vehicle Sensor Data
by: Geglio, Anthony, et al.
Published: (2022)

The Syntactic Acceptability Dataset (Preview): A Resource for Machine Learning and Linguistic Analysis of English
by: Juzek, Tom S
Published: (2025)

Tokens with Meaning: A Hybrid Tokenization Approach for Turkish
by: Bayram, M. Ali, et al.
Published: (2025)

Dense Neural Network Based Arrhythmia Classification on Low-cost and Low-compute Micro-controller
by: Zishan, Md Abu Obaida, et al.
Published: (2025)

Integrating Generative AI in Cybersecurity Education: Case Study Insights on Pedagogical Strategies, Critical Thinking, and Responsible AI Use
by: Elkhodr, Mahmoud, et al.
Published: (2025)

ASD-Bench: A Four-Axis Comprehensive Benchmark of AI Models for Autism Spectrum Disorder
by: Singh, Shubhankit, et al.
Published: (2026)

ProofBridge: Auto-Formalization of Natural Language Proofs in Lean via Joint Embeddings
by: Jana, Prithwish, et al.
Published: (2025)

Inductive transfer learning from regression to classification in ECG analysis
by: Jayasundara, Ridma, et al.
Published: (2025)

Beyond classical and contemporary models: a transformative AI framework for student dropout prediction in distance learning using RAG, Prompt engineering, and Cross-modal fusion
by: Mihoubi, Miloud, et al.
Published: (2025)

The Effect of Using Popular Mathematical Puzzles on The Mathematical Thinking of Syrian Schoolchildren
by: Abdullah, Duaa, et al.
Published: (2025)

Taming Differentiable Logics with Coq Formalisation
by: Affeldt, Reynald, et al.
Published: (2024)

Extracting Causal Relations in Deep Knowledge Tracing
by: Hong, Kevin, et al.
Published: (2025)

TrueReason: An Exemplar Personalised Learning System Integrating Reasoning with Foundational Models
by: Bulathwela, Sahan, et al.
Published: (2025)

GainSight: A Unified Framework for Data Lifetime Profiling and Heterogeneous Memory Composition
by: Li, Peijing, et al.
Published: (2025)

Comparative Analysis of STEM and non-STEM Teachers' Needs for Integrating AI into Educational Environments
by: Riahi, Bahare, 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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