Toward General Quantum Control with Physics-Informed Large Language Models

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhao, Yusheng, Wang, Han, Liu, Xin, Song, Xinjie, He, Jixi, Song, Lingwei, Ji, Yuanhe, Deng, Ken, Zhang, Runqing, Huang, Zhiguo, Qian, Ling, Han, Jize, Luo, Di
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Quantum Physics
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Towards Verifiable and Self-Correcting AI Physicists for Quantum Many-Body Simulations
di: Deng, Ken, et al.
Pubblicazione: (2026)

SliceWorld: A Predictive and Controllable World-State Model for CT Report Generation
di: Tian, Yuanhe, et al.
Pubblicazione: (2026)

Detoxification of Large Language Models through Output-layer Fusion with a Calibration Model
di: Tian, Yuanhe, et al.
Pubblicazione: (2025)

Determination of Landé $g_J$ factor and Zeeman coefficients in ground-state $^{171}$Yb$^+$ and their applications to quantum frequency standards
di: Han, Jize, et al.
Pubblicazione: (2025)

Robust and High-Fidelity Controlled Two-Qubit Gates via Asymmetric Parallel Resonant Excitation
di: Lin, Licheng, et al.
Pubblicazione: (2026)

Scalable high-fidelity and near-deterministic preparation of large photon-number states
di: Xiong, Mo, et al.
Pubblicazione: (2026)

Relativistic Calculations of Energy Levels, Field Shift Factors, and Polarizabilities of Mercury and Copernicium
di: Liu, Hongxu, et al.
Pubblicazione: (2025)

Explainable Multimodal Aspect-Based Sentiment Analysis with Dependency-guided Large Language Model
di: Wang, Zhongzheng, et al.
Pubblicazione: (2026)

Interplay of Kitaev Interaction and Off-diagonal Exchanges: Exotic Phases and Quantum Phase Diagrams
di: Luo, Qiang, et al.
Pubblicazione: (2024)

Balanced Training Data Augmentation for Aspect-Based Sentiment Analysis
di: Liu, Junjie, et al.
Pubblicazione: (2025)

Learning Shared Sentiment Prototypes for Adaptive Multimodal Sentiment Analysis
di: Su, Chen, et al.
Pubblicazione: (2026)

Chain-of-thought Reviewing and Correction for Time Series Question Answering
di: Su, Chen, et al.
Pubblicazione: (2025)

A Systematic Review of Deep Learning-based Research on Radiology Report Generation
di: Liu, Chang, et al.
Pubblicazione: (2023)

Recurrent Visual Feature Extraction and Stereo Attentions for CT Report Generation
di: Tian, Yuanhe, et al.
Pubblicazione: (2025)

MoE Pathfinder: Trajectory-driven Expert Pruning
di: Yang, Xican, et al.
Pubblicazione: (2025)

Multimodal Conditioned Diffusive Time Series Forecasting
di: Su, Chen, et al.
Pubblicazione: (2025)

DNAZEN: Enhanced Gene Sequence Representations via Mixed Granularities of Coding Units
di: Mao, Lei, et al.
Pubblicazione: (2025)

Research Progress of Femtosecond Laser‐Printed Perovskite Quantum Dots in Amorphous Glass
di: Han Xiao, et al.
Pubblicazione: (2024)

Enhancing Multi-Hop Fact Verification with Structured Knowledge-Augmented Large Language Models
di: Cao, Han, et al.
Pubblicazione: (2025)

Frustratingly Easy Task-aware Pruning for Large Language Models
di: Tian, Yuanhe, et al.
Pubblicazione: (2025)

Fusing Large Language Models with Temporal Transformers for Time Series Forecasting
di: Su, Chen, et al.
Pubblicazione: (2025)

ChiMed 2.0: Advancing Chinese Medical Dataset in Facilitating Large Language Modeling
di: Tian, Yuanhe, et al.
Pubblicazione: (2025)

Accelerating Seismic Response Distribution Estimation With Scalable Mixture Density Network Stochastic Surrogate Models
di: Han Peng, et al.
Pubblicazione: (2025)

ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human Preferences
di: Tian, Yuanhe, et al.
Pubblicazione: (2023)

Fat-to-Thin Policy Optimization: Offline RL with Sparse Policies
di: Zhu, Lingwei, et al.
Pubblicazione: (2025)

Topological phase transitions and thermal Hall effect in a noncollinear spin texture
di: Chen, Ken, et al.
Pubblicazione: (2023)

Pseudohalide Anions Driven Structural Modulation in Distorted Tetrahedral Manganese(II) Hybrids Toward Tunable Green‐Red Emissions
di: Shuai Zhang, et al.
Pubblicazione: (2024)

Sparsing Law: Towards Large Language Models with Greater Activation Sparsity
di: Luo, Yuqi, et al.
Pubblicazione: (2024)

Acceleration of Modelling with Physics Informed Learning: Frameworks and Perspectives for Real-Time Control of Electrochemical Devices
di: Teodorescu, Remus, et al.
Pubblicazione: (2026)

Text Reinforcement for Multimodal Time Series Forecasting
di: Su, Chen, et al.
Pubblicazione: (2025)

Computed Tomography Visual Question Answering with Cross-modal Feature Graphing
di: Tian, Yuanhe, et al.
Pubblicazione: (2025)

Evaluation of Coding Schemes for Transformer-based Gene Sequence Modeling
di: Gong, Chenlei, et al.
Pubblicazione: (2025)

Fine-grained Verbal Attack Detection via a Hierarchical Divide-and-Conquer Framework
di: Zheng, Quan, et al.
Pubblicazione: (2026)

Training Data Selection with Gradient Orthogonality for Efficient Domain Adaptation
di: Zhang, Xiyang, et al.
Pubblicazione: (2026)

SURGE: An Event-Centric Social Media Sentiment Time Series Benchmark with Interaction Structure
di: Su, Chen, et al.
Pubblicazione: (2026)

Impacts of CD36 Variants on Plasma Lipid Levels and the Risk of Early‐Onset Coronary Artery Disease: A Systematic Review and Meta‐Analysis
di: Zhi Luo, et al.
Pubblicazione: (2025)

Hallucination Detection via Internal States and Structured Reasoning Consistency in Large Language Models
di: Song, Yusheng, et al.
Pubblicazione: (2025)

Large Language Models Enhanced by Plug and Play Syntactic Knowledge for Aspect-based Sentiment Analysis
di: Tian, Yuanhe, et al.
Pubblicazione: (2025)

Control Industrial Automation System with Large Language Model Agents
di: Xia, Yuchen, et al.
Pubblicazione: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"ae31503dda0eb27a409fe0696d605888"
language	"it"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790907261.4851 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "ae31503dda0eb27a409fe0696d605888" ]`]
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	"VUFIND_SESSION=ae31503dda0eb27a409fe0696d605888; language=it; ui=standard"
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	"63267"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_26021/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_26021/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790907261.4808
REQUEST_TIME	1790907261

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler