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Bibliographic Details
Main Authors:	Yu, Zhe, Chakraborty, Joymallya, Menzies, Tim
Format:	Preprint
Published:	2021
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2107.08310
Tags:	Add Tag No Tags, Be the first to tag this record!

Intrinsic Fairness-Accuracy Tradeoffs under Equalized Odds
by: Zhong, Meiyu, et al.
Published: (2024)

FairICP: Encouraging Equalized Odds via Inverse Conditional Permutation
by: Lai, Yuheng, et al.
Published: (2024)

Kernel-based Equalized Odds: A Quantification of Accuracy-Fairness Trade-off in Fair Representation Learning
by: Ni, Yijin, et al.
Published: (2025)

Unravelling the (In)compatibility of Statistical-Parity and Equalized-Odds
by: Bargh, Mortaza S., et al.
Published: (2026)

Worst-Group Equalized Odds Regularization for Multi-Attribute Fair Medical Image Classification
by: Kurian, Nikhil Cherian, et al.
Published: (2026)

Equalised Odds is not Equal Individual Odds: Post-processing for Group and Individual Fairness
by: Small, Edward A., et al.
Published: (2023)

DetoxBench: Benchmarking Large Language Models for Multitask Fraud & Abuse Detection
by: Chakraborty, Joymallya, et al.
Published: (2024)

From Coverage to Causes: Data-Centric Fuzzing for JavaScript Engines
by: Ganguly, Kishan Kumar, et al.
Published: (2025)

Is Hyper-Parameter Optimization Different for Software Analytics?
by: Yedida, Rahul, et al.
Published: (2024)

FairWASP: Fast and Optimal Fair Wasserstein Pre-processing
by: Xiong, Zikai, et al.
Published: (2023)

An Information Geometric Approach to Fairness With Equalized Odds Constraint
by: Zamani, Amirreza, et al.
Published: (2025)

Revisiting Process versus Product Metrics: a Large Scale Analysis
by: Majumder, Suvodeep, et al.
Published: (2020)

Equalized Generative Treatment: Matching f-divergences for Fairness in Generative Models
by: Verine, Alexandre, et al.
Published: (2026)

FairReweighing: Density Estimation-Based Reweighing Framework for Improving Separation in Fair Regression
by: Xi, Xiaoyin, et al.
Published: (2025)

SmartOracle -- An Agentic Approach to Mitigate Noise in Differential Oracles
by: Srinivasan, Srinath, et al.
Published: (2026)

Post-Fair Federated Learning: Achieving Group and Community Fairness in Federated Learning via Post-processing
by: Duan, Yuying, et al.
Published: (2024)

Task-tailored Pre-processing: Fair Downstream Supervised Learning
by: Sohn, Jinwon, et al.
Published: (2026)

Mind the Graph When Balancing Data for Fairness or Robustness
by: Schrouff, Jessica, et al.
Published: (2024)

Revisiting Pre-processing Group Fairness: A Modular Benchmarking Framework
by: Oldfield, Brodie, et al.
Published: (2025)

A Canonical Data Transformation for Achieving Inter- and Within-group Fairness
by: Lazri, Zachary McBride, et al.
Published: (2023)

CausalPre: Scalable and Effective Data Pre-Processing for Causal Fairness
by: Zheng, Ying, et al.
Published: (2025)

FairACE: Achieving Degree Fairness in Graph Neural Networks via Contrastive and Adversarial Group-Balanced Training
by: Liu, Jiaxin, et al.
Published: (2025)

On the Burden of Achieving Fairness in Conformal Prediction
by: Gao, Ziang, et al.
Published: (2026)

Overcoming Fairness Trade-offs via Pre-processing: A Causal Perspective
by: Leininger, Charlotte, et al.
Published: (2025)

Software Engineering Principles for Fairer Systems: Experiments with GroupCART
by: Peng, Kewen, et al.
Published: (2025)

Fair Data Pre-Processing with Imperfect Attribute Space
by: Zheng, Ying, et al.
Published: (2026)

FairLRF: Achieving Fairness through Sparse Low Rank Factorization
by: Guo, Yuanbo, et al.
Published: (2025)

Conformal Correction for Efficiency May be at Odds with Entropy
by: Xu, Senrong, et al.
Published: (2025)

CNN-Based Equalization for Communications: Achieving Gigabit Throughput with a Flexible FPGA Hardware Architecture
by: Ney, Jonas, et al.
Published: (2024)

Towards Fairness and Privacy: A Novel Data Pre-processing Optimization Framework for Non-binary Protected Attributes
by: Duong, Manh Khoi, et al.
Published: (2024)

On Optimal Steering to Achieve Exact Fairness
by: Sharma, Mohit, et al.
Published: (2025)

Achieving Fairness with a Simple Ridge Penalty
by: Scutari, Marco, et al.
Published: (2021)

Balancing Fairness and Accuracy in Data-Restricted Binary Classification
by: Lazri, Zachary McBride, et al.
Published: (2024)

Achieving Fair PCA Using Joint Eigenvalue Decomposition
by: Rathore, Vidhi, et al.
Published: (2025)

Achieving Hilbert-Schmidt Independence Under Rényi Differential Privacy for Fair and Private Data Generation
by: Hyrup, Tobias, et al.
Published: (2025)

Flipping Against All Odds: Reducing LLM Coin Flip Bias via Verbalized Rejection Sampling
by: Xiao, Tim Z., et al.
Published: (2025)

500+ Times Faster Than Deep Learning (A Case Study Exploring Faster Methods for Text Mining StackOverflow)
by: Majumder, Suvodeep, et al.
Published: (2018)

Bayes-Optimal Fair Classification with Linear Disparity Constraints via Pre-, In-, and Post-processing
by: Zeng, Xianli, et al.
Published: (2024)

FairRR: Pre-Processing for Group Fairness through Randomized Response
by: Zeng, Xianli, et al.
Published: (2024)

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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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