Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Kiet, Nguyen Viet Tuan, Pham, Bui Dinh, Van Tung, Dao, Dao, Tran Cong, Binh, Huynh Thi Thanh
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

MOTIF: Multi-strategy Optimization via Turn-based Interactive Framework
di: Kiet, Nguyen Viet Tuan, et al.
Pubblicazione: (2025)

Pareto-Grid-Guided Large Language Models for Fast and High-Quality Heuristics Design in Multi-Objective Combinatorial Optimization
di: Ha, Minh Hieu, et al.
Pubblicazione: (2025)

MMP-A*: Multimodal Perception Enhanced Incremental Heuristic Search on Path Planning
di: Ha, Minh Hieu, et al.
Pubblicazione: (2026)

HSEvo: Elevating Automatic Heuristic Design with Diversity-Driven Harmony Search and Genetic Algorithm Using LLMs
di: Dat, Pham Vu Tuan, et al.
Pubblicazione: (2024)

Zero-shot Quantum Neural Architecture Search
di: Dao, Tung, et al.
Pubblicazione: (2026)

ReVEL: Multi-Turn Reflective LLM-Guided Heuristic Evolution via Structured Performance Feedback
di: Van Duc, Cuong, et al.
Pubblicazione: (2026)

Multi-Agent Collaboration Mechanisms: A Survey of LLMs
di: Tran, Khanh-Tung, et al.
Pubblicazione: (2025)

Training-Free Cultural Alignment of Large Language Models via Persona Disagreement
di: Kiet, Huynh Trung, et al.
Pubblicazione: (2026)

AC-MAMBASEG: An adaptive convolution and Mamba-based architecture for enhanced skin lesion segmentation
di: Nguyen, Viet-Thanh, et al.
Pubblicazione: (2024)

Weather-Robust Cross-View Geo-Localization via Prototype-Based Semantic Part Discovery
di: Tran, Chi-Nguyen, et al.
Pubblicazione: (2026)

Predictive Spectral Calibration for Source-Free Test-Time Regression
di: Kiet, Nguyen Viet Tuan, et al.
Pubblicazione: (2026)

Global Existence of Solutions to Semilinear σ‐Evolution Equations With Different Damping Types in Lq Framework
di: Dinh Van Duong, et al.
Pubblicazione: (2025)

Beyond the Frontier: Stochastic Backtracking for Efficient Test-Time Scaling
di: Tran, Dao, et al.
Pubblicazione: (2026)

Do Community‐Oriented Farmers Present a Greater Willingness for Organic Transition: Evidence From Vietnam
di: Tuan Nguyen‐Anh, et al.
Pubblicazione: (2025)

MEMRES: A Memory-Augmented Resolver with Confidence Cascade for Agentic Python Dependency Resolution
di: Minh, Dao Sy Duy, et al.
Pubblicazione: (2026)

A High-Quality Robust Diffusion Framework for Corrupted Dataset
di: Dao, Quan, et al.
Pubblicazione: (2023)

Cooperate to Compete: Strategic Data Generation and Incentivization Framework for Coopetitive Cross-Silo Federated Learning
di: Nguyen, Thanh Linh, et al.
Pubblicazione: (2026)

Leveraging Lightweight Entity Extraction for Scalable Event-Based Image Retrieval
di: Minh, Dao Sy Duy, et al.
Pubblicazione: (2025)

DSC2025 -- ViHallu Challenge: Detecting Hallucination in Vietnamese LLMs
di: Nguyen, Anh Thi-Hoang, et al.
Pubblicazione: (2026)

PromptGuard: An Orchestrated Prompting Framework for Principled Synthetic Text Generation for Vulnerable Populations using LLMs with Enhanced Safety, Fairness, and Controllability
di: Vu, Tung, et al.
Pubblicazione: (2025)

MasHeNe: A Benchmark for Head and Neck CT Mass Segmentation using Window-Enhanced Mamba with Frequency-Domain Integration
di: Dao, Thao Thi Phuong, et al.
Pubblicazione: (2025)

Navigating Simply, Aligning Deeply: Winning Solutions for Mouse vs. AI 2025
di: Pham, Phu-Hoa, et al.
Pubblicazione: (2026)

Empowering Contrastive Federated Sequential Recommendation with LLMs
di: Nguyen, Thi Minh Chau, et al.
Pubblicazione: (2026)

AdaCS: Adaptive Normalization for Enhanced Code-Switching ASR
di: Chu, The Chuong, et al.
Pubblicazione: (2025)

Beyond Vision: Contextually Enriched Image Captioning with Multi-Modal Retrieval
di: Quy, Nguyen Lam Phu, et al.
Pubblicazione: (2025)

R2GQA: Retriever-Reader-Generator Question Answering System to Support Students Understanding Legal Regulations in Higher Education
di: Do, Phuc-Tinh Pham, et al.
Pubblicazione: (2024)

An ultrahigh input impedance low noise analog front‐end design for epilepsy brain recording system
di: Nguyen Thi Ngoc Anh, et al.
Pubblicazione: (2024)

A new critical exponent for semi-linear damped wave equations with the initial data from Sobolev spaces of negative order
di: Van Duong, Dinh, et al.
Pubblicazione: (2025)

Effect of additional regularity for the initial data on semi-linear $σ$-evolution equations with different damping types
di: Van Duong, Dinh, et al.
Pubblicazione: (2025)

Sharp higher-order $L^2$-asymptotic expansion of solutions to σ-evolution equations with different damping types
di: Van Duong, Dinh, et al.
Pubblicazione: (2024)

Global existence of solutions for semilinear damped wave equation with nonlinearities of derivative type
di: Van Duong, Dinh, et al.
Pubblicazione: (2025)

Connective Viewpoints of Signal-to-Noise Diffusion Models
di: Doan, Khanh, et al.
Pubblicazione: (2024)

Unlocking Compositional Generalization in Continual Few-Shot Learning
di: Nguyen-Lam, Phu-Quy, et al.
Pubblicazione: (2026)

MIST: Reliable Streaming Decision Trees for Online Class-Incremental Learning via McDiarmid Bound
di: Pham, Phu-Hoa, et al.
Pubblicazione: (2026)

KGAlign: Joint Semantic-Structural Knowledge Encoding for Multimodal Fake News Detection
di: La, Tuan-Vinh, et al.
Pubblicazione: (2025)

Dynamic Spectrum Access for Ambient Backscatter Communication-assisted D2D Systems with Quantum Reinforcement Learning
di: Van Huynh, Nguyen, et al.
Pubblicazione: (2024)

Clustering-based Meta Bayesian Optimization with Theoretical Guarantee
di: Nguyen, Khoa, et al.
Pubblicazione: (2025)

Effective Intrusion Detection for UAV Communications using Autoencoder-based Feature Extraction and Machine Learning Approach
di: Vuong, Tuan-Cuong, et al.
Pubblicazione: (2024)

Formal Reasoning for Intelligent QA Systems: A Case Study in the Educational Domain
di: Bui, Tuan, et al.
Pubblicazione: (2025)

VLegal-Bench: Cognitively Grounded Benchmark for Vietnamese Legal Reasoning of Large Language Models
di: Dong, Nguyen Tien, et al.
Pubblicazione: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"it"
VUFIND_SESSION	"2f7494224b0dfdefbf0a6da1fed2f510"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790951371.4828 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "2f7494224b0dfdefbf0a6da1fed2f510" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"ui=standard; language=it; VUFIND_SESSION=2f7494224b0dfdefbf0a6da1fed2f510"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.217.142"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"12316"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_06123/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2605_06123/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790951371.4778
REQUEST_TIME	1790951371

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler