Failure Ontology: A Lifelong Learning Framework for Blind Spot Detection and Resilience Design

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sun, Yuan, Yi, Hong, Liu, Jinyuan
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Positional Failures in Long-Context LLMs: A Blind Spot in Reasoning Benchmarks
by: Zhang, Chuyifei, et al.
Published: (2026)

AGrail: A Lifelong Agent Guardrail with Effective and Adaptive Safety Detection
by: Luo, Weidi, et al.
Published: (2025)

Linguistic Blind Spots in Clinical Decision Extraction
by: Elgaar, Mohamed, et al.
Published: (2026)

The Attribution Blind Spot: Detecting When Language Models Rely on Memory Rather Than Retrieved Context
by: Yu, Zhe, et al.
Published: (2026)

Simple Linguistic Inferences of Large Language Models (LLMs): Blind Spots and Blinds
by: Basmov, Victoria, et al.
Published: (2023)

MemVerse: Multimodal Memory for Lifelong Learning Agents
by: Liu, Junming, et al.
Published: (2025)

Lifelong Learning with Behavior Consolidation for Vehicle Routing
by: Pei, Jiyuan, et al.
Published: (2025)

No More Blind Spots: Learning Vision-Based Omnidirectional Bipedal Locomotion for Challenging Terrain
by: Gadde, Mohitvishnu S., et al.
Published: (2025)

Lifelong Embodied Navigation Learning
by: Wang, Xudong, et al.
Published: (2026)

Fluent but Unfeeling: The Emotional Blind Spots of Language Models
by: Shu, Bangzhao, et al.
Published: (2025)

TrojanDec: Data-free Detection of Trojan Inputs in Self-supervised Learning
by: Liu, Yupei, et al.
Published: (2025)

Linguistic Blind Spots of Large Language Models
by: Cheng, Jiali, et al.
Published: (2025)

Enhancing QoS in Edge Computing through Federated Layering Techniques: A Pathway to Resilient AI Lifelong Learning Systems
by: Han, Chengzhuo
Published: (2025)

LiBOG: Lifelong Learning for Black-Box Optimizer Generation
by: Pei, Jiyuan, et al.
Published: (2025)

Spot the BlindSpots: Systematic Identification and Quantification of Fine-Grained LLM Biases in Contact Center Summaries
by: Mayilvaghanan, Kawin, et al.
Published: (2025)

With Argus Eyes: Assessing Retrieval Gaps via Uncertainty Scoring to Detect and Remedy Retrieval Blind Spots
by: Taghavi, Zeinab Sadat, et al.
Published: (2026)

Statistical Context Detection for Deep Lifelong Reinforcement Learning
by: Dick, Jeffery, et al.
Published: (2024)

ZPD-SCA: Unveiling the Blind Spots of LLMs in Assessing Students' Cognitive Abilities
by: Dong, Wenhan, et al.
Published: (2025)

Lifelong Language-Conditioned Robotic Manipulation Learning
by: Wang, Xudong, et al.
Published: (2026)

Lifelong Scalable Multi-Agent Realistic Testbed and A Comprehensive Study on Design Choices in Lifelong AGV Fleet Management Systems
by: Yan, Jingtian, et al.
Published: (2026)

Belief Aided Navigation using Bayesian Reinforcement Learning for Avoiding Humans in Blind Spots
by: Kim, Jinyeob, et al.
Published: (2024)

ProtDAT: A Unified Framework for Protein Sequence Design from Any Protein Text Description
by: Guo, Xiao-Yu, et al.
Published: (2024)

The Ranking Blind Spot: Decision Hijacking in LLM-based Text Ranking
by: Qian, Yaoyao, et al.
Published: (2025)

Belief in the Machine: Investigating Epistemological Blind Spots of Language Models
by: Suzgun, Mirac, et al.
Published: (2024)

EvoAgentX: An Automated Framework for Evolving Agentic Workflows
by: Wang, Yingxu, et al.
Published: (2025)

Beyond Blind Spots: Analytic Hints for Mitigating LLM-Based Evaluation Pitfalls
by: Fandina, Ora Nova, et al.
Published: (2025)

Lifelong Continual Learning for Anomaly Detection: New Challenges, Perspectives, and Insights
by: Faber, Kamil, et al.
Published: (2023)

Keep Rehearsing and Refining: Lifelong Learning Vehicle Routing under Continually Drifting Tasks
by: Pei, Jiyuan, et al.
Published: (2026)

Neuro-Logic Lifelong Learning
by: He, Bowen, et al.
Published: (2025)

Simple Lifelong Learning Machines
by: Dey, Jayanta, et al.
Published: (2020)

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack
by: Ha, SeungBum, et al.
Published: (2025)

LifelongAgentBench: Evaluating LLM Agents as Lifelong Learners
by: Zheng, Junhao, et al.
Published: (2025)

Lifelong Person Search
by: Yang, Jae-Won, et al.
Published: (2024)

Assessing and Mitigating Miscalibration in LLM-Based Social Science Measurement
by: Wang, Jinyuan, et al.
Published: (2026)

DEER: A Delay-Resilient Framework for Reinforcement Learning with Variable Delays
by: Xia, Bo, et al.
Published: (2024)

Artificial Intelligence-Enabled Spirometry for Early Detection of Right Heart Failure
by: Liu, Bin, et al.
Published: (2025)

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems
by: Fang, Jinyuan, et al.
Published: (2025)

Building Self-Evolving Agents via Experience-Driven Lifelong Learning: A Framework and Benchmark
by: Cai, Yuxuan, et al.
Published: (2025)

Lifelong Learning and Selective Forgetting via Contrastive Strategy
by: Shan, Lianlei, 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
language	"en"
VUFIND_SESSION	"16908ca0a1b759308841de9844bdcb72"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790804595.7543 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "16908ca0a1b759308841de9844bdcb72" ]`]
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	"language=en; VUFIND_SESSION=16908ca0a1b759308841de9844bdcb72; 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	"14362"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2604_10549/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2604_10549/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790804595.7501
REQUEST_TIME	1790804595

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
language	"en"
VUFIND_SESSION	"16908ca0a1b759308841de9844bdcb72"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790804595.7543 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "16908ca0a1b759308841de9844bdcb72" ]`]
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	"language=en; VUFIND_SESSION=16908ca0a1b759308841de9844bdcb72; 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	"14362"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2604_10549/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2604_10549/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790804595.7501
REQUEST_TIME	1790804595

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: