Context-Awareness and Interpretability of Rare Occurrences for Discovery and Formalization of Critical Failure Modes

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Polavaram, Sridevi, Zhou, Xin, Ravi, Meenu, Zarei, Mohammad, Srivastava, Anmol
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Human-Computer Interaction
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Scene-Aware Urban Design: A Human-AI Recommendation Framework Using Co-Occurrence Embeddings and Vision-Language Models
by: Gallardo, Rodrigo, et al.
Published: (2025)

Multimodal Attention-Aware Fusion for Diagnosing Distal Myopathy: Evaluating Model Interpretability and Clinician Trust
by: Onari, Mohsen Abbaspour, et al.
Published: (2025)

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation
by: Pan, Bo, et al.
Published: (2025)

Personalized Interpretability -- Interactive Alignment of Prototypical Parts Networks
by: Michalski, Tomasz, et al.
Published: (2025)

Less is More: Empowering GUI Agent with Context-Aware Simplification
by: Chen, Gongwei, et al.
Published: (2025)

VLLMs Provide Better Context for Emotion Understanding Through Common Sense Reasoning
by: Xenos, Alexandros, et al.
Published: (2024)

Towards Context-aware Support for Color Vision Deficiency: An Approach Integrating LLM and AR
by: Morita, Shogo, et al.
Published: (2024)

Shape vs. Context: Examining Human--AI Gaps in Ambiguous Japanese Character Recognition
by: Haraguchi, Daichi
Published: (2026)

Confidence Contours: Uncertainty-Aware Annotation for Medical Semantic Segmentation
by: Ye, Andre, et al.
Published: (2023)

OSCAR: Object Status and Contextual Awareness for Recipes to Support Non-Visual Cooking
by: Li, Franklin Mingzhe, et al.
Published: (2025)

DAT: Dialogue-Aware Transformer with Modality-Group Fusion for Human Engagement Estimation
by: Li, Jia, et al.
Published: (2024)

Clinically Aware Synthetic Image Generation for Concept Coverage in Chest X-ray Models
by: Rafferty, Amy, et al.
Published: (2026)

VR-GS: A Physical Dynamics-Aware Interactive Gaussian Splatting System in Virtual Reality
by: Jiang, Ying, et al.
Published: (2024)

Fostering Inclusion: A Virtual Reality Experience to Raise Awareness of Dyslexia-Related Barriers in University Settings
by: Alcalde-Llergo, José Manuel, et al.
Published: (2025)

Breaking Coordinate Overfitting: Geometry-Aware WiFi Sensing for Cross-Layout 3D Pose Estimation
by: Jia, Songming, et al.
Published: (2026)

Timeline-based Process Discovery
by: Kaur, Harleen, et al.
Published: (2023)

Allowing humans to interactively guide machines where to look does not always improve human-AI team's classification accuracy
by: Nguyen, Giang, et al.
Published: (2024)

PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and Humans
by: Giang, et al.
Published: (2023)

PromptIQ: Who Cares About Prompts? Let System Handle It -- A Component-Aware Framework for T2I Generation
by: Chhetri, Nisan, et al.
Published: (2025)

VFA: Vision Frequency Analysis of Foundation Models and Human
by: Darvishi-Bayazi, Mohammad-Javad, et al.
Published: (2024)

Emotion Based Prediction in the Context of Optimized Trajectory Planning for Immersive Learning
by: Sungheetha, Akey, et al.
Published: (2023)

CleAR: Robust Context-Guided Generative Lighting Estimation for Mobile Augmented Reality
by: Zhao, Yiqin, et al.
Published: (2024)

A Call to Arms: AI Should be Critical for Social Media Analysis of Conflict Zones
by: Abedin, Afia, et al.
Published: (2023)

NeuroSwift: A Lightweight Cross-Subject Framework for fMRI Visual Reconstruction of Complex Scenes
by: Zhang, Shiyi, et al.
Published: (2025)

AUGlasses: Continuous Action Unit based Facial Reconstruction with Low-power IMUs on Smart Glasses
by: Li, Yanrong, et al.
Published: (2024)

A Multimodal Depth-Aware Method For Embodied Reference Understanding
by: Eyiokur, Fevziye Irem, et al.
Published: (2025)

ADAS-TO: A Large-Scale Multimodal Naturalistic Dataset and Empirical Characterization of Human Takeovers during ADAS Engagement
by: Wang, Yuhang, et al.
Published: (2026)

CHiQPM: Calibrated Hierarchical Interpretable Image Classification
by: Norrenbrock, Thomas, et al.
Published: (2025)

Interpretable facial dynamics as behavioral and perceptual traces of deepfakes
by: Murphy, Timothy Joseph, et al.
Published: (2026)

Enabling Collaborative Clinical Diagnosis of Infectious Keratitis by Integrating Expert Knowledge and Interpretable Data-driven Intelligence
by: Fang, Zhengqing, et al.
Published: (2024)

Positive-First Most Ambiguous: A Simple Active Learning Criterion for Interactive Retrieval of Rare Categories
by: Zaher, Kawtar, et al.
Published: (2026)

VISLIX: An XAI Framework for Validating Vision Models with Slice Discovery and Analysis
by: Yan, Xinyuan, et al.
Published: (2025)

Real-Time Intuitive AI Drawing System for Collaboration: Enhancing Human Creativity through Formal and Contextual Intent Integration
by: Song, Jookyung, et al.
Published: (2025)

LCE: A Framework for Explainability of DNNs for Ultrasound Image Based on Concept Discovery
by: Kong, Weiji, et al.
Published: (2024)

Do MLLMs Understand Pointing? Benchmarking and Enhancing Referential Reasoning in Egocentric Vision
by: Li, Chentao, et al.
Published: (2026)

EIT-1M: One Million EEG-Image-Text Pairs for Human Visual-textual Recognition and More
by: Zheng, Xu, et al.
Published: (2024)

Tell Me Without Telling Me: Two-Way Prediction of Visualization Literacy and Visual Attention
by: Chang, Minsuk, et al.
Published: (2025)

Visual Neural Decoding via Improved Visual-EEG Semantic Consistency
by: Chen, Hongzhou, et al.
Published: (2024)

ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scale
by: Huang, Jinbin, et al.
Published: (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	"d6d769440bbc579041b3e184234dee59"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790827531.8394 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "d6d769440bbc579041b3e184234dee59" ]`]
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=d6d769440bbc579041b3e184234dee59; language=en; 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	"216.73.216.147"
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	"26687"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2504_16117/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_16117/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790827531.8332
REQUEST_TIME	1790827531

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
VUFIND_SESSION	"d6d769440bbc579041b3e184234dee59"
language	"en"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790827531.8394 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "d6d769440bbc579041b3e184234dee59" ]`]
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=d6d769440bbc579041b3e184234dee59; language=en; 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	"216.73.216.147"
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	"26687"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2504_16117/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_16117/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790827531.8332
REQUEST_TIME	1790827531

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: