Neural Generative Distributional Regression

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Chai, Jinhang, Fan, Jianqing, Gu, Yihong
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Methodology
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

SMART Fine-tuning Factor Augmented Neural Lasso
di: Chai, Jinhang, et al.
Pubblicazione: (2026)

Optimal Semiparametric Dynamic Pricing with Feature Diversity
di: Chai, Jinhang, et al.
Pubblicazione: (2026)

Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning
di: Gu, Yihong, et al.
Pubblicazione: (2024)

Factor Augmented Matrix Regression
di: Chen, Elynn, et al.
Pubblicazione: (2024)

CINDES: Classification induced neural density estimator and simulator
di: Dai, Dehao, et al.
Pubblicazione: (2025)

Fundamental Computational Limits in Pursuing Invariant Causal Prediction and Invariance-Guided Regularization
di: Gu, Yihong, et al.
Pubblicazione: (2025)

Environment Invariant Linear Least Squares
di: Fan, Jianqing, et al.
Pubblicazione: (2023)

Structured Matrix Learning under Arbitrary Entrywise Dependence and Estimation of Markov Transition Kernel
di: Chai, Jinhang, et al.
Pubblicazione: (2024)

Communication-Efficient Distributed Estimation and Inference for Cox's Model
di: Bayle, Pierre, et al.
Pubblicazione: (2023)

Two-way Homogeneity Pursuit for Quantile Network Vector Autoregression
di: Liu, Wenyang, et al.
Pubblicazione: (2024)

Factor and Idiosyncratic VAR Volatility Matrix Models for Heavy-Tailed High-Frequency Financial Observations
di: Shin, Minseok, et al.
Pubblicazione: (2021)

Uncertainty Quantification for Ranking with Heterogeneous Preferences
di: Fan, Jianqing, et al.
Pubblicazione: (2025)

Deep Transfer $Q$-Learning for Offline Non-Stationary Reinforcement Learning
di: Chai, Jinhang, et al.
Pubblicazione: (2025)

Multi-transport Distributional Regression
di: Chen, Yuanying, et al.
Pubblicazione: (2026)

Semi-parametric TEnsor Factor Analysis by Iteratively Projected Singular Value Decomposition
di: Chen, Elynn Y., et al.
Pubblicazione: (2020)

Distributional Off-Policy Evaluation with Deep Quantile Process Regression
di: Kuang, Qi, et al.
Pubblicazione: (2026)

Robust Spatio-Temporal Distributional Regression
di: Momozaki, Tomotaka, et al.
Pubblicazione: (2025)

Neyman-Pearson and equal opportunity: when efficiency meets fairness in classification
di: Fan, Jianqing, et al.
Pubblicazione: (2023)

Distribution Regression with Censored Selection
di: Fernandez-Val, Ivan, et al.
Pubblicazione: (2025)

Covariate Assisted Entity Ranking with Sparse Intrinsic Scores
di: Fan, Jianqing, et al.
Pubblicazione: (2024)

Uncertainty Quantification of MLE for Entity Ranking with Covariates
di: Fan, Jianqing, et al.
Pubblicazione: (2022)

Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift
di: Ge, Jiawei, et al.
Pubblicazione: (2024)

UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation
di: Fan, Jianqing, et al.
Pubblicazione: (2023)

Spectral Ranking Inferences based on General Multiway Comparisons
di: Fan, Jianqing, et al.
Pubblicazione: (2023)

Truly Multivariate Structured Additive Distributional Regression
di: Kock, Lucas, et al.
Pubblicazione: (2023)

Generalized Rank Regression
di: Tu, Jiyuan, et al.
Pubblicazione: (2026)

Kantorovich Regression Analysis of Random Distributions with Mixed Predictors
di: Kim, Kaheon, et al.
Pubblicazione: (2026)

Bayesian Latent Class Regression with Interpretable Binary Profiles
di: Zhou, Yuren, et al.
Pubblicazione: (2025)

Bayesian Additive Distribution Regression
di: Linero, Antonio R., et al.
Pubblicazione: (2026)

Stagewise Boosting Distributional Regression
di: Wetscher, Mattias, et al.
Pubblicazione: (2024)

Distribution-in-distribution-out Regression
di: Chen, Xiaoyu, et al.
Pubblicazione: (2024)

Optimal Demixing of Nonparametric Densities
di: Fan, Jianqing, et al.
Pubblicazione: (2026)

Semiparametric Weighted Spline Regression (SWSR) in Confirmatory Clinical Trials with Time-Varying Placebo Effects
di: Zhan, Tianyu, et al.
Pubblicazione: (2025)

Tight Distribution-Free Confidence Intervals for Local Quantile Regression
di: Jang, Jayoon, et al.
Pubblicazione: (2023)

Distribution-Free Prediction Sets for Regression under Target Shift
di: Yi, Menghan, et al.
Pubblicazione: (2025)

Inference for Heteroskedastic PCA with Missing Data
di: Yan, Yuling, et al.
Pubblicazione: (2021)

Causal Inference under Interference: Regression Adjustment and Optimality
di: Fan, Xinyuan, et al.
Pubblicazione: (2025)

Bayesian Additive Regression Tree Copula Processes for Scalable Distributional Prediction
di: Wenkel, Jan Martin, et al.
Pubblicazione: (2026)

Low-Rank Regularization of Global Fréchet Regression Models for Distributional Responses
di: Han, Kyunghee, et al.
Pubblicazione: (2025)

Boosting Distributional Copula Regression for Bivariate Binary, Discrete and Mixed Responses
di: Sanchez, Guillermo Briseño, 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
language	"it"
VUFIND_SESSION	"bac4f3a1d051df90ba1d113eb6f8e37c"
ui	"standard"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790829869.3934 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "bac4f3a1d051df90ba1d113eb6f8e37c" ]`]
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=it; VUFIND_SESSION=bac4f3a1d051df90ba1d113eb6f8e37c; 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	"2829"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_02062/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_02062/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790829869.3892
REQUEST_TIME	1790829869

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler