On some practical challenges of conformal prediction

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Hong, Liang, Nasreddine, Noura Raydan
Formato:	Preprint
Publicado:	2025
Materias:	Machine Learning 62G99 I.1.2
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Explainable Bayesian deep learning through input-skip Latent Binary Bayesian Neural Networks
por: Høyheim, Eirik, et al.
Publicado: (2025)

FBMS: An R Package for Flexible Bayesian Model Selection and Model Averaging
por: Frommlet, Florian, et al.
Publicado: (2025)

An Imbalance-Robust Evaluation Framework for Extreme Risk Forecasts
por: Nikolopoulos, Sotirios D.
Publicado: (2025)

Artificial intelligence and downscaling global climate model future projections
por: Benestad, Rasmus E.
Publicado: (2026)

Enhancing Visual Interpretability and Explainability in Functional Survival Trees and Forests
por: Loffredo, Giuseppe, et al.
Publicado: (2025)

From interpretability to inference: an estimation framework for universal approximators
por: Joseph, Andreas
Publicado: (2019)

Distribution-Free Uncertainty Quantification for Continuous AI Agent Evaluation
por: Gao, Yuxuan, et al.
Publicado: (2026)

Augmented Functional Random Forests: Classifier Construction and Unbiased Functional Principal Components Importance through Ad-Hoc Conditional Permutations
por: Maturo, Fabrizio, et al.
Publicado: (2024)

Empirical Decision Theory
por: Jansen, Christoph, et al.
Publicado: (2025)

Bayesian Generalized Nonlinear Models Offer Basis Free SINDy With Model Uncertainty
por: Hubin, Aliaksandr
Publicado: (2025)

A logical alarm for misaligned binary classifiers
por: Corrada-Emmanuel, Andrés, et al.
Publicado: (2024)

Higher-Order Equilibrium Tracking for EM-Compressible Online Estimation
por: Li, ZhiMing, et al.
Publicado: (2026)

When to Trust Confidence Thresholding: Calibration Diagnostics for Pseudo-Labelled Regression
por: Kurbucz, Marcell T.
Publicado: (2026)

Cohomological Obstructions to Global Counterfactuals: A Sheaf-Theoretic Foundation for Generative Causal Models
por: Wu, Rui, et al.
Publicado: (2026)

An objective function for order preserving hierarchical clustering
por: Bakkelund, Daniel
Publicado: (2021)

TimeGraph: Synthetic Benchmark Datasets for Robust Time-Series Causal Discovery
por: Ferdous, Muhammad Hasan, et al.
Publicado: (2025)

5G-DIL: Domain Incremental Learning with Similarity-Aware Sampling for Dynamic 5G Indoor Localization
por: Raichur, Nisha Lakshmana, et al.
Publicado: (2025)

Calibrated Counterfactual Conformal Fairness ($C^3F$): Post-hoc, Shift-Aware Coverage Parity via Conformal Prediction and Counterfactual Regularization
por: Alpay, Faruk, et al.
Publicado: (2025)

Inflationary Flows: Calibrated Bayesian Inference with Diffusion-Based Models
por: de Albuquerque, Daniela, et al.
Publicado: (2024)

When Marginals Match but Structure Fails: Covariance Fidelity in Generative Models
por: Riasat, Nazia
Publicado: (2026)

On the Accuracy of Newton Step and Influence Function Data Attributions
por: Rubinstein, Ittai, et al.
Publicado: (2025)

Robustness Auditing for Linear Regression: To Singularity and Beyond
por: Rubinstein, Ittai, et al.
Publicado: (2024)

Ranking of Multi-Response Experiment Treatments
por: Pebes-Trujillo, Miguel R., et al.
Publicado: (2024)

CDFlow: Building Invertible Layers with Circulant and Diagonal Matrices
por: Feng, Xuchen, et al.
Publicado: (2025)

Measuring the originality of intellectual property assets based on machine learning outputs
por: Ragot, Sébastien
Publicado: (2020)

Dynamic Regularized CBDT: Variance-Calibrated Causal Boosting for Interpretable Heterogeneous Treatment Effects
por: Liu, Yichen
Publicado: (2025)

Multi-Hypothesis Prediction for Portfolio Optimization: A Structured Ensemble Learning Approach to Risk Diversification
por: Dominguez, Alejandro Rodriguez, et al.
Publicado: (2025)

Non-asymptotic analysis of the performance of the penalized least trimmed squares in sparse models
por: Zuo, Yijun
Publicado: (2025)

Exchangeable Gaussian Processes for Staggered-Adoption Policy Evaluation
por: Gevorgyan, Hayk, et al.
Publicado: (2026)

From Tail Universality to Bernstein-von Mises: A Unified Statistical Theory of Semi-Implicit Variational Inference
por: Plummer, Sean
Publicado: (2025)

A Unifying Framework for Unsupervised Concept Extraction
por: Squires, Chandler, et al.
Publicado: (2026)

Amortized Variational Inference for Logistic Regression with Missing Covariates
por: Cherifi, M., et al.
Publicado: (2026)

Off-policy Evaluation with Deeply-abstracted States
por: Hao, Meiling, et al.
Publicado: (2024)

A machine learning framework for uncovering stochastic nonlinear dynamics from noisy data
por: Bosso, Matteo, et al.
Publicado: (2026)

Shallow ReLU$^s$ Networks in $L^p$-Type and Sobolev Spaces: Approximation and Path-Norm Controlled Generalization
por: Li, Weizhao, et al.
Publicado: (2026)

Autoencoders in Function Space
por: Bunker, Justin, et al.
Publicado: (2024)

Multiple combined gamma kernel estimations for nonnegative data with Bayesian adaptive bandwidths
por: Somé, Sobom M., et al.
Publicado: (2022)

Active Learning of Piecewise Gaussian Process Surrogates
por: Park, Chiwoo, et al.
Publicado: (2023)

Partial Trace-Class Bayesian Neural Networks
por: Carter, Arran, et al.
Publicado: (2025)

Beyond Least Squares: Robust Regression Transformer (R2T)
por: Gutierrez, Roman, et al.
Publicado: (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
ui	"standard"
VUFIND_SESSION	"483cdd3c7beb746b0e55297779baedcc"
language	"es"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790979580.6204 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "483cdd3c7beb746b0e55297779baedcc" ]`]
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	"ui=standard; VUFIND_SESSION=483cdd3c7beb746b0e55297779baedcc; language=es"
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	"45233"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2510_10324/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2510_10324/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790979580.6158
REQUEST_TIME	1790979580

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler