VEGAS: Towards Visually Explainable and Grounded Artificial Social Intelligence

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Li, Hao, Fei, Hao, Hu, Zechao, Yang, Zhengwei, Wang, Zheng
Format:	Preprint
Veröffentlicht:	2025
Schlagworte:	Artificial Intelligence
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

Visual Position Prompt for MLLM based Visual Grounding
von: Tang, Wei, et al.
Veröffentlicht: (2025)

Towards integration of Privacy Enhancing Technologies in Explainable Artificial Intelligence
von: Allana, Sonal, et al.
Veröffentlicht: (2025)

Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective
von: Xiong, Haoyi, et al.
Veröffentlicht: (2024)

Visual Analytics for Explainable and Trustworthy Artificial Intelligence
von: Chatzimparmpas, Angelos
Veröffentlicht: (2025)

Towards an Evaluation Framework for Explainable Artificial Intelligence Systems for Health and Well-being
von: Amengual-Alcover, Esperança, et al.
Veröffentlicht: (2025)

Advancing Explainable AI Toward Human-Like Intelligence: Forging the Path to Artificial Brain
von: Zhou, Yongchen, et al.
Veröffentlicht: (2024)

Model-Grounded Symbolic Artificial Intelligence Systems Learning and Reasoning with Model-Grounded Symbolic Artificial Intelligence Systems
von: Chattopadhyay, Aniruddha, et al.
Veröffentlicht: (2025)

OmniFashion: Towards Generalist Fashion Intelligence via Multi-Task Vision-Language Learning
von: Yang, Zhengwei, et al.
Veröffentlicht: (2026)

When Geoscience Meets Foundation Models: Towards General Geoscience Artificial Intelligence System
von: Zhang, Hao, et al.
Veröffentlicht: (2023)

Toward a Metrology for Artificial Intelligence: Hidden-Rule Environments and Reinforcement Learning
von: Mathew, Christo, et al.
Veröffentlicht: (2025)

Path To Gain Functional Transparency In Artificial Intelligence With Meaningful Explainability
von: Hosain, Md. Tanzib, et al.
Veröffentlicht: (2023)

Dialectics for Artificial Intelligence
von: Hu, Zhengmian
Veröffentlicht: (2025)

Towards Data-and Knowledge-Driven Artificial Intelligence: A Survey on Neuro-Symbolic Computing
von: Wang, Wenguan, et al.
Veröffentlicht: (2022)

Explainable Artificial Intelligence based Soft Evaluation Indicator for Arc Fault Diagnosis
von: Wang, Qianchao, et al.
Veröffentlicht: (2025)

Detection of On-Ground Chestnuts Using Artificial Intelligence Toward Automated Picking
von: Fang, Kaixuan, et al.
Veröffentlicht: (2026)

Can Requirements Engineering Support Explainable Artificial Intelligence? Towards a User-Centric Approach for Explainability Requirements
von: Umm-e-Habiba, et al.
Veröffentlicht: (2022)

Concept-Based Explainable Artificial Intelligence: Metrics and Benchmarks
von: Aysel, Halil Ibrahim, et al.
Veröffentlicht: (2025)

Uncertainty Gating for Cost-Aware Explainable Artificial Intelligence
von: Mikriukov, Georgii, et al.
Veröffentlicht: (2026)

DVM: Towards Controllable LLM Agents in Social Deduction Games
von: Zhang, Zheng, et al.
Veröffentlicht: (2025)

LIFELONG SOTOPIA: Evaluating Social Intelligence of Language Agents Over Lifelong Social Interactions
von: Goel, Hitesh, et al.
Veröffentlicht: (2025)

Towards Measurement Theory for Artificial Intelligence
von: Perrier, Elija
Veröffentlicht: (2025)

Towards Transparent and Accurate Diabetes Prediction Using Machine Learning and Explainable Artificial Intelligence
von: Khokhar, Pir Bakhsh, et al.
Veröffentlicht: (2025)

NICE: A Theory-Grounded Diagnostic Benchmark for Social Intelligence of LLMs
von: Qi, Yunjin, et al.
Veröffentlicht: (2026)

Concept-based Explainable Artificial Intelligence: A Survey
von: Poeta, Eleonora, et al.
Veröffentlicht: (2023)

A Perspective on Explainable Artificial Intelligence Methods: SHAP and LIME
von: Salih, Ahmed, et al.
Veröffentlicht: (2023)

Safety Implications of Explainable Artificial Intelligence in End-to-End Autonomous Driving
von: Atakishiyev, Shahin, et al.
Veröffentlicht: (2024)

DiffuserLite: Towards Real-time Diffusion Planning
von: Dong, Zibin, et al.
Veröffentlicht: (2024)

Towards Explainable Traffic Flow Prediction with Large Language Models
von: Guo, Xusen, et al.
Veröffentlicht: (2024)

FlowX: Towards Explainable Graph Neural Networks via Message Flows
von: Gui, Shurui, et al.
Veröffentlicht: (2022)

Towards the Identifiability and Explainability for Personalized Learner Modeling: An Inductive Paradigm
von: Li, Jiatong, et al.
Veröffentlicht: (2023)

XAI-CF -- Examining the Role of Explainable Artificial Intelligence in Cyber Forensics
von: Alam, Shahid, et al.
Veröffentlicht: (2024)

Explainable Artificial Intelligence and Multicollinearity : A Mini Review of Current Approaches
von: Salih, Ahmed M
Veröffentlicht: (2024)

Towards an Environmental Ethics of Artificial Intelligence
von: van Uffelen, Nynke, et al.
Veröffentlicht: (2024)

A Survey of Accessible Explainable Artificial Intelligence Research
von: Nwokoye, Chukwunonso Henry, et al.
Veröffentlicht: (2024)

False Sense of Security in Explainable Artificial Intelligence (XAI)
von: Chung, Neo Christopher, et al.
Veröffentlicht: (2024)

Multimodal Explainable Artificial Intelligence: A Comprehensive Review of Methodological Advances and Future Research Directions
von: Rodis, Nikolaos, et al.
Veröffentlicht: (2023)

Understanding User Preferences in Explainable Artificial Intelligence: A Survey and a Mapping Function Proposal
von: Hashemi, Maryam, et al.
Veröffentlicht: (2023)

Visualizing the Invisible: Generative Visual Grounding Empowers Universal EEG Understanding in MLLMs
von: Pan, Jun-Yu, et al.
Veröffentlicht: (2026)

Explainability Through Systematicity: The Hard Systematicity Challenge for Artificial Intelligence
von: Queloz, Matthieu
Veröffentlicht: (2025)

Privacy Risks and Preservation Methods in Explainable Artificial Intelligence: A Scoping Review
von: Allana, Sonal, et al.
Veröffentlicht: (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
VUFIND_SESSION	"32141a54f5b9e02f3725ec4d088c9d56"
language	"de"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790902520.4347 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "32141a54f5b9e02f3725ec4d088c9d56" ]`]
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=32141a54f5b9e02f3725ec4d088c9d56; language=de; 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	"62590"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2504_02227/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2504_02227/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790902520.43
REQUEST_TIME	1790902520

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler