Certain and Approximately Certain Models for Statistical Learning

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhen, Cheng, Aryal, Nischal, Termehchy, Arash, Aghasi, Alireza, Chabada, Amandeep Singh
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Machine Learning Databases
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Querying with Conflicts of Interest
di: Aryal, Nischal, et al.
Pubblicazione: (2026)

Learning with Conflicts of Interest
di: Aryal, Nischal, et al.
Pubblicazione: (2026)

Learning Over Dirty Data with Minimal Repairs
di: Zhen, Cheng, et al.
Pubblicazione: (2025)

TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations
di: Nobari, Arash Dargahi, et al.
Pubblicazione: (2024)

Sig2Model: A Boosting-Driven Model for Updatable Learned Indexes
di: Heidari, Alireza, et al.
Pubblicazione: (2025)

Piecewise Linear Approximation in Learned Index Structures: Theoretical and Empirical Analysis
di: Qin, Jiayong, et al.
Pubblicazione: (2025)

Towards Scalable Schema Mapping using Large Language Models
di: Buss, Christopher, et al.
Pubblicazione: (2025)

Efficient Data Valuation Approximation in Federated Learning: A Sampling-based Approach
di: Wei, Shuyue, et al.
Pubblicazione: (2025)

UpLIF: An Updatable Self-Tuning Learned Index Framework
di: Heidari, Alireza, et al.
Pubblicazione: (2024)

DobLIX: A Dual-Objective Learned Index for Log-Structured Merge Trees
di: Heidari, Alireza, et al.
Pubblicazione: (2025)

Fully Zeroth-Order Bilevel Programming via Gaussian Smoothing
di: Aghasi, Alireza, et al.
Pubblicazione: (2024)

Learned Graph Rewriting with Equality Saturation: A New Paradigm in Relational Query Rewrite and Beyond
di: Bărbulescu, George-Octavian, et al.
Pubblicazione: (2024)

Towards Robust Federated Analytics via Differentially Private Measurements of Statistical Heterogeneity
di: Scott, Mary, et al.
Pubblicazione: (2024)

GAN-based Tabular Data Generator for Constructing Synopsis in Approximate Query Processing: Challenges and Solutions
di: Fallahian, Mohammadali, et al.
Pubblicazione: (2022)

Leveraging Approximate Caching for Faster Retrieval-Augmented Generation
di: Bergman, Shai, et al.
Pubblicazione: (2025)

Can the Rookies Cut the Tough Cookie? Exploring the Use of LLMs for SQL Equivalence Checking
di: Singh, Rajat, et al.
Pubblicazione: (2024)

HHGT: Hierarchical Heterogeneous Graph Transformer for Heterogeneous Graph Representation Learning
di: Zhu, Qiuyu, et al.
Pubblicazione: (2024)

DEREC-SIMPRO: unlock Language Model benefits to advance Synthesis in Data Clean Room
di: Kwok, Tung Sum Thomas, et al.
Pubblicazione: (2024)

NeurStore: Efficient In-database Deep Learning Model Management System
di: Xiang, Siqi, et al.
Pubblicazione: (2025)

A Learned Cost Model-based Cross-engine Optimizer for SQL Workloads
di: Strausz, András, et al.
Pubblicazione: (2025)

Humans, Machine Learning, and Language Models in Union: A Cognitive Study on Table Unionability
di: Marimuthu, Sreeram, et al.
Pubblicazione: (2025)

CoLSE: A Lightweight and Robust Hybrid Learned Model for Single-Table Cardinality Estimation using Joint CDF
di: Rathuwadu, Lankadinee, et al.
Pubblicazione: (2025)

Lossless Compression of Vector IDs for Approximate Nearest Neighbor Search
di: Severo, Daniel, et al.
Pubblicazione: (2025)

LeanVec: Searching vectors faster by making them fit
di: Tepper, Mariano, et al.
Pubblicazione: (2023)

CRINN: Contrastive Reinforcement Learning for Approximate Nearest Neighbor Search
di: Li, Xiaoya, et al.
Pubblicazione: (2025)

Generating Less Certain Adversarial Examples Improves Robust Generalization
di: Zhang, Minxing, et al.
Pubblicazione: (2023)

Scalable Disk-Based Approximate Nearest Neighbor Search with Page-Aligned Graph
di: Kang, Dingyi, et al.
Pubblicazione: (2025)

A Sampling-based Framework for Hypothesis Testing on Large Attributed Graphs
di: Wang, Yun, et al.
Pubblicazione: (2024)

OTClean: Data Cleaning for Conditional Independence Violations using Optimal Transport
di: Pirhadi, Alireza, et al.
Pubblicazione: (2024)

A Practical Theory of Generalization in Selectivity Learning
di: Wu, Peizhi, et al.
Pubblicazione: (2024)

Bullion: A Column Store for Machine Learning
di: Liao, Gang, et al.
Pubblicazione: (2024)

Database Views as Explanations for Relational Deep Learning
di: Rissaki, Agapi, et al.
Pubblicazione: (2025)

Low Rank Learning for Offline Query Optimization
di: Yi, Zixuan, et al.
Pubblicazione: (2025)

Entity Matching by Pool-based Active Learning
di: Han, Youfang, et al.
Pubblicazione: (2022)

Incorporating Deep Learning Design in Database Queries
di: Lubarsky, Yuval Lev, et al.
Pubblicazione: (2026)

Skeleton-Guided Learning for Shortest Path Search
di: Liu, Tiantian, et al.
Pubblicazione: (2025)

Urban Region Representation Learning with Attentive Fusion
di: Sun, Fengze, et al.
Pubblicazione: (2023)

Approximate Nearest Neighbor Search for Modern AI: A Projection-Augmented Graph Approach
di: Lu, Kejing, et al.
Pubblicazione: (2026)

Interactive Ontology Matching with Cost-Efficient Learning
di: Cheng, Bin, et al.
Pubblicazione: (2024)

Graph-based Active Learning for Entity Cluster Repair
di: Christen, Victor, 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	"4fc6f349c1e111dfb20ae64bc4184faf"
ui	"standard"
language	"it"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790996837.163 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "4fc6f349c1e111dfb20ae64bc4184faf" ]`]
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=4fc6f349c1e111dfb20ae64bc4184faf; ui=standard; language=it"
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	"58913"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2402_17926/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2402_17926/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790996837.1587
REQUEST_TIME	1790996837

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler