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Bibliographic Details
Main Authors:	Teneggi, Jacopo, Sulam, Jeremias
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2405.19146
Tags:	Add Tag No Tags, Be the first to tag this record!

Direct Preference Optimization for Adaptive Concept-based Explanations
by: Teneggi, Jacopo, et al.
Published: (2025)

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

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

Pivotal Auto-Encoder via Self-Normalizing ReLU
by: Goldenstein, Nelson, et al.
Published: (2024)

Certified Robustness against Sparse Adversarial Perturbations via Data Localization
by: Pal, Ambar, et al.
Published: (2024)

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

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

Adaptive Conformal Inference by Betting
by: Podkopaev, Aleksandr, et al.
Published: (2024)

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

Online Detection of LLM-Generated Texts via Sequential Hypothesis Testing by Betting
by: Chen, Can, et al.
Published: (2024)

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

Sufficient and Necessary Explanations (and What Lies in Between)
by: Bharti, Beepul, et al.
Published: (2024)

Adversarial Examples Might be Avoidable: The Role of Data Concentration in Adversarial Robustness
by: Pal, Ambar, et al.
Published: (2023)

Protected Test-Time Adaptation via Online Entropy Matching: A Betting Approach
by: Bar, Yarin, et al.
Published: (2024)

What's in a Prior? Learned Proximal Networks for Inverse Problems
by: Fang, Zhenghan, et al.
Published: (2023)

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

Disentangling Safe and Unsafe Corruptions via Anisotropy and Locality
by: Muthukumar, Ramchandran, et al.
Published: (2025)

ProxT2I: Efficient Reward-Guided Text-to-Image Generation via Proximal Diffusion
by: Fang, Zhenghan, et al.
Published: (2025)

Multiaccuracy and Multicalibration via Proxy Groups
by: Bharti, Beepul, et al.
Published: (2025)

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

Beyond Scores: Proximal Diffusion Models
by: Fang, Zhenghan, et al.
Published: (2025)

Learning Affine-Equivariant Proximal Operators
by: Savir, Oriel, et al.
Published: (2026)

Second-Order Bounds for [0,1]-Valued Regression via Betting Loss
by: Li, Yinan, et al.
Published: (2025)

XGBoost Learning of Dynamic Wager Placement for In-Play Betting on an Agent-Based Model of a Sports Betting Exchange
by: Terawong, Chawin, et al.
Published: (2024)

Convolutional Attention in Betting Exchange Markets
by: Gonçalves, Rui, et al.
Published: (2025)

Tuning-Free Maximum Likelihood Training of Latent Variable Models via Coin Betting
by: Sharrock, Louis, et al.
Published: (2023)

Improved Offline Contextual Bandits with Second-Order Bounds: Betting and Freezing
by: Ryu, J. Jon, et al.
Published: (2025)

AdaBet: Gradient-free Layer Selection for Efficient Training of Deep Neural Networks
by: Tenison, Irene, et al.
Published: (2025)

Betting on Bets: Anytime-Valid Tests for Stochastic Dominance
by: Arnold, Sebastian, et al.
Published: (2026)

The Evolution of Football Betting- A Machine Learning Approach to Match Outcome Forecasting and Bookmaker Odds Estimation
by: Mandadapu, Purnachandra
Published: (2024)

ConyBet Betting Tips and Insights
by: Bruner, D
Published: (2026)

The Rise of AlyBet in Digital Betting
by: Bruner, D
Published: (2026)

How to Bet Smart with AlyBet EU
by: Bruner, D
Published: (2026)

How to Bet Smart with AlyBet777
by: Bruner, D
Published: (2026)

AlyBet Org Betting Tips and Strategies
by: Bruner, D
Published: (2026)

Why Choose CongoBet for Online Betting
by: Bruner, D
Published: (2026)

AlyBet Net Betting Tips and Strategies
by: Bruner, D
Published: (2026)

AlyBet777 Betting Tips and Insights
by: Bruner, D
Published: (2026)

CongoBet Review - Complete Betting Guide
by: Bruner, D
Published: (2026)

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'

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