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Main Authors:	Podkopaev, Aleksandr, Xu, Darren, Lee, Kuang-Chih
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2412.19318
Tags:	Add Tag No Tags, Be the first to tag this record!

Sequential Kernelized Independence Testing
by: Podkopaev, Aleksandr, et al.
Published: (2022)

Optimal Transportation and Alignment Between Gaussian Measures
by: Dandapanthula, Sanjit, et al.
Published: (2025)

Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors
by: Szabadváry, Johan Hallberg, et al.
Published: (2024)

Multi-LLM Adaptive Conformal Inference for Reliable LLM Responses
by: Noh, Kangjun, et al.
Published: (2026)

Locally Adaptive Conformal Inference for Operator Models
by: Harris, Trevor, et al.
Published: (2025)

Adaptive Conformal Prediction for Improving Factuality of Generations by Large Language Models
by: Rubashevskii, Aleksandr, et al.
Published: (2026)

I Bet You Did Not Mean That: Testing Semantic Importance via Betting
by: Teneggi, Jacopo, et al.
Published: (2024)

STaR-Bets: Sequential Target-Recalculating Bets for Tighter Confidence Intervals
by: Voráček, Václav, et al.
Published: (2025)

Adaptive Conformal Inference by Particle Filtering under Hidden Markov Models
by: Su, Xiaoyi, et al.
Published: (2024)

RocqStar: Leveraging Similarity-driven Retrieval and Agentic Systems for Rocq generation
by: Kozyrev, Andrei, et al.
Published: (2025)

Adaptive Conformal Inference for Multi-Step Ahead Time-Series Forecasting Online
by: Szabadváry, Johan Hallberg
Published: (2024)

Quantifying and Improving Adaptivity in Conformal Prediction through Input Transformations
by: Jang, Sooyong, et al.
Published: (2025)

From Betting to Empirical Bernstein LIL
by: Orabona, Francesco
Published: (2026)

Semi-Supervised Hypothesis Testing by Betting on Predictions
by: Tenzer, Yaniv, et al.
Published: (2026)

Structure-Adaptive Conformal Inference for Large-Scale Out-of-Distribution Testing
by: Sun, Rongyi, et al.
Published: (2026)

Safe Control using Learned Safety Filters and Adaptive Conformal Inference
by: Huriot, Sacha, et al.
Published: (2026)

The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks
by: Liu, Ziquan, et al.
Published: (2024)

Auditing Fairness by Betting
by: Chugg, Ben, et al.
Published: (2023)

ICM Ensemble with Novel Betting Functions for Concept Drift
by: Eliades, Charalambos, et al.
Published: (2024)

APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning
by: Wu, Hong-Wei, et al.
Published: (2024)

Transformer Conformal Prediction for Time Series
by: Lee, Junghwan, et al.
Published: (2024)

Adaptive Robust Learning using Latent Bernoulli Variables
by: Karakulev, Aleksandr, et al.
Published: (2023)

Learning to Bet for Horizon-Aware Anytime-Valid Testing
by: Taga, Ege Onur, et al.
Published: (2026)

Transductive Conformal Inference for Full Ranking
by: Fermanian, Jean-Baptiste, et al.
Published: (2025)

Optimistic Interior Point Methods for Sequential Hypothesis Testing by Betting
by: Chen, Can, et al.
Published: (2025)

Conformal Counterfactual Inference under Hidden Confounding
by: Chen, Zonghao, et al.
Published: (2024)

Conformal Prediction for Signal Temporal Logic Inference
by: Li, Danyang, et al.
Published: (2025)

Inference-time Unlearning Using Conformal Prediction
by: Chowdhury, Somnath Basu Roy, et al.
Published: (2026)

Error-quantified Conformal Inference for Time Series
by: Wu, Junxi, et al.
Published: (2025)

Conformal Inference for Open-Set and Imbalanced Classification
by: Xie, Tianmin, et al.
Published: (2025)

Multi-Armed Sequential Hypothesis Testing by Betting
by: Sandoval, Ricardo J., et al.
Published: (2026)

Conformalized Adaptive Forecasting of Heterogeneous Trajectories
by: Zhou, Yanfei, et al.
Published: (2024)

Co-optimization for Adaptive Conformal Prediction
by: Su, Xiaoyi, et al.
Published: (2026)

Adaptive Coverage Policies in Conformal Prediction
by: Gauthier, Etienne, et al.
Published: (2025)

STACI: Spatio-Temporal Aleatoric Conformal Inference
by: Feng, Brandon R., et al.
Published: (2025)

Enhancing reliability in prediction intervals using point forecasters: Heteroscedastic Quantile Regression and Width-Adaptive Conformal Inference
by: Sebastián, Carlos, et al.
Published: (2024)

Spatial Conformal Inference through Localized Quantile Regression
by: Jiang, Hanyang, et al.
Published: (2024)

Efficient Conformal Prediction under Data Heterogeneity
by: Plassier, Vincent, et al.
Published: (2023)

Flow-based Conformal Prediction for Multi-dimensional Time Series
by: Lee, Junghwan, et al.
Published: (2025)

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// 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'

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