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Bibliographic Details
Main Authors:	Asiaee, Amir, Pal, Samhita
Format:	Preprint
Published:	2026
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2603.02010
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Causal Discovery with Mixed Latent Confounding via Precision Decomposition
by: Asiaee, Amir, et al.
Published: (2025)

Improving RCT-Based CATE Estimation Under Covariate Mismatch via Double Calibration
by: Pal, Samhita, et al.
Published: (2026)

DAG DECORation: Continuous Optimization for Structure Learning under Hidden Confounding
by: Pal, Samhita, et al.
Published: (2025)

PRISM: Differentially Private Synthetic Data with Structure-Aware Budget Allocation for Prediction
by: Asiaee, Amir, et al.
Published: (2026)

Risk-Equalized Differentially Private Synthetic Data: Protecting Outliers by Controlling Record-Level Influence
by: Asiaee, Amir, et al.
Published: (2026)

Efficient Discovery of Approximate Causal Abstractions via Neural Mechanism Sparsification
by: Asiaee, Amir
Published: (2026)

Partial Causal Structure Learning for Valid Selective Conformal Inference under Interventions
by: Asiaee, Amir, et al.
Published: (2026)

Omitted-Variable Sensitivity Analysis for Generalizing Randomized Trials
by: Asiaee, Amir, et al.
Published: (2026)

Fix Representation (Optimally) Before Fairness: Finite-Sample Shrinkage Population Correction and the True Price of Fairness Under Subpopulation Shift
by: Asiaee, Amir, et al.
Published: (2026)

Fairness Under Group-Conditional Prior Probability Shift: Invariance, Drift, and Target-Aware Post-Processing
by: Asiaee, Amir, et al.
Published: (2026)

Projected Boosting with Fairness Constraints: Quantifying the Cost of Fair Training Distributions
by: Asiaee, Amir, et al.
Published: (2026)

Noise-Aware Differentially Private Variational Inference
by: Alrawajfeh, Talal, et al.
Published: (2024)

Sharp Bounds for Treatment Effect Generalization under Outcome Distribution Shift
by: Asiaee, Amir, et al.
Published: (2026)

CausalWrap: Model-Agnostic Causal Constraint Wrappers for Tabular Synthetic Data
by: Asiaee, Amir, et al.
Published: (2026)

Statistical Inference for Differentially Private Stochastic Gradient Descent
by: Xia, Xintao, et al.
Published: (2025)

Private Regression via Data-Dependent Sufficient Statistic Perturbation
by: Ferrando, Cecilia, et al.
Published: (2024)

Improving Precision of RCT-Based CATE Estimation using Data Borrowing with Double Calibration
by: Asiaee, Amir, et al.
Published: (2023)

High-Dimensional Differential Parameter Inference in Exponential Family using Time Score Matching
by: Williams, Daniel J., et al.
Published: (2024)

Graph Laplacian Learning with Exponential Family Noise
by: Shi, Changhao, et al.
Published: (2023)

High-Dimensional Differentially Private Quantile Regression: Distributed Estimation and Statistical Inference
by: Shen, Ziliang, et al.
Published: (2025)

Ensemble Survival Analysis for Preclinical Cognitive Decline Prediction in Alzheimer's Disease Using Longitudinal Biomarkers
by: Ghosh, Dhrubajyoti, et al.
Published: (2025)

Differentially Private Federated Learning: Servers Trustworthiness, Estimation, and Statistical Inference
by: Zhang, Zhe, et al.
Published: (2024)

On Differentially Private U Statistics
by: Chaudhuri, Kamalika, et al.
Published: (2024)

Model Agnostic Differentially Private Causal Inference
by: Lebeda, Christian Janos, et al.
Published: (2025)

Exponential Family Attention
by: Wibisono, Kevin Christian, et al.
Published: (2025)

Differentially Private Distributed Inference
by: Papachristou, Marios, et al.
Published: (2024)

Calibrating Practical Privacy Risks for Differentially Private Machine Learning
by: Gu, Yuechun, et al.
Published: (2024)

Cascade: Token-Sharded Private LLM Inference
by: Thomas, Rahul, et al.
Published: (2025)

Noise-Aware Differentially Private Regression via Meta-Learning
by: Räisä, Ossi, et al.
Published: (2024)

Differentially Private Covariate Balancing Causal Inference
by: Ohnishi, Yuki, et al.
Published: (2024)

Latent Noise Injection for Private and Statistically Aligned Synthetic Data Generation
by: Shen, Rex, et al.
Published: (2025)

Mitigating Membership Inference in Intermediate Representations with Differentially Private Training
by: Meng, Jiayang, et al.
Published: (2026)

Differentially Private Linear Regression and Synthetic Data Generation with Statistical Guarantees
by: Lin, Shurong, et al.
Published: (2025)

A Unified Theory of Exact Inference and Learning in Exponential Family Latent Variable Models
by: Sokoloski, Sacha
Published: (2024)

Fiducial Matching: Differentially Private Inference for Categorical Data
by: Romanus, Ogonnaya Michael, et al.
Published: (2025)

DP-λCGD: Efficient Noise Correlation for Differentially Private Model Training
by: Kalinin, Nikita P., et al.
Published: (2026)

Differentially Private Decentralized Dataset Synthesis Through Randomized Mixing with Correlated Noise
by: Saha, Utsab, 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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