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Bibliographic Details
Main Authors:	Lee, Dongjoon, Park, Hyeryn, Lee, Changhee
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2410.11340
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Soft Contrastive Learning for Time Series
by: Lee, Seunghan, et al.
Published: (2023)

Calibration-Aware Bayesian Learning
by: Huang, Jiayi, et al.
Published: (2023)

Quantum Rationale-Aware Graph Contrastive Learning for Jet Discrimination
by: Jahin, Md Abrar, et al.
Published: (2024)

Toward Conditional Distribution Calibration in Survival Prediction
by: Qi, Shi-ang, et al.
Published: (2024)

Let the Experts Speak: Improving Survival Prediction & Calibration via Mixture-of-Experts Heads
by: Morrill, Todd, et al.
Published: (2025)

Transfer learning via Regularized Linear Discriminant Analysis
by: Zhang, Hongzhe, et al.
Published: (2025)

Clustered Calibration: Representation-Aware Probability Calibration via Learned Subpopulations
by: Lavi, Tomer, et al.
Published: (2025)

Discriminative Representation learning via Attention-Enhanced Contrastive Learning for Short Text Clustering
by: Yao, Zhihao
Published: (2025)

Debiased Graph Poisoning Attack via Contrastive Surrogate Objective
by: Yoon, Kanghoon, et al.
Published: (2024)

RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation
by: Choi, Jeongwhan, et al.
Published: (2023)

Understanding Self-supervised Contrastive Learning through Supervised Objectives
by: Lee, Byeongchan
Published: (2025)

Deep Heterogeneous Contrastive Hyper-Graph Learning for In-the-Wild Context-Aware Human Activity Recognition
by: Ge, Wen, et al.
Published: (2024)

Learning Uncertainty-Aware Temporally-Extended Actions
by: Lee, Joongkyu, et al.
Published: (2024)

TLDR: Unsupervised Goal-Conditioned RL via Temporal Distance-Aware Representations
by: Bae, Junik, et al.
Published: (2024)

BioBridge: Unified Bio-Embedding with Bridging Modality in Code-Switched EMR
by: Jeon, Jangyeong, et al.
Published: (2024)

DSG-KD: Knowledge Distillation from Domain-Specific to General Language Models
by: Cho, Sangyeon, et al.
Published: (2024)

Self-Calibrating Language Models via Test-Time Discriminative Distillation
by: Hedna, Mohamed Rissal, et al.
Published: (2026)

Balancing Classification and Calibration Performance in Decision-Making LLMs via Calibration Aware Reinforcement Learning
by: Yaldiz, Duygu Nur, et al.
Published: (2026)

Contrastive Diffuser: Planning Towards High Return States via Contrastive Learning
by: Shan, Yixiang, et al.
Published: (2024)

Stochastic Encodings for Active Feature Acquisition
by: Norcliffe, Alexander, et al.
Published: (2025)

Ergodic Risk Measures: Towards a Risk-Aware Foundation for Continual Reinforcement Learning
by: Rojas, Juan Sebastian, et al.
Published: (2025)

Calibrate to Discriminate: Improve In-Context Learning with Label-Free Comparative Inference
by: Cheng, Wei, et al.
Published: (2024)

Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly Detection
by: Kim, HyunGi, et al.
Published: (2025)

Learning Discriminative Dynamics with Label Corruption for Noisy Label Detection
by: Kim, Suyeon, et al.
Published: (2024)

Analysis of Using Sigmoid Loss for Contrastive Learning
by: Lee, Chungpa, et al.
Published: (2024)

Efficient Process Reward Modeling via Contrastive Mutual Information
by: Lee, Nakyung, et al.
Published: (2026)

Implicit Contrastive Representation Learning with Guided Stop-gradient
by: Lee, Byeongchan, et al.
Published: (2025)

Semantic-Aware Contrastive Fine-Tuning: Boosting Multimodal Malware Classification with Discriminative Embeddings
by: Sanchez, Ivan Montoya, et al.
Published: (2025)

Continual Traffic Forecasting via Mixture of Experts
by: Lee, Sanghyun, et al.
Published: (2024)

Generalized Contrastive Learning for Universal Multimodal Retrieval
by: Lee, Jungsoo, et al.
Published: (2025)

Towards Understanding The Calibration Benefits of Sharpness-Aware Minimization
by: Tan, Chengli, et al.
Published: (2025)

MCD: Marginal Contrastive Discrimination for conditional density estimation
by: Meziani, Katia, et al.
Published: (2022)

Visual Imitation Learning with Calibrated Contrastive Representation
by: Wang, Yunke, et al.
Published: (2024)

The Role of Teacher Calibration in Knowledge Distillation
by: Kim, Suyoung, et al.
Published: (2025)

Adaptive Experimentation for Censored Survival Outcomes
by: Wang, Yuxin, et al.
Published: (2026)

An Entropic Metric for Measuring Calibration of Machine Learning Models
by: Sumler, Daniel James, et al.
Published: (2025)

Temporal Graph Learning Recurrent Neural Network for Traffic Forecasting
by: Lee, Sanghyun, et al.
Published: (2024)

Isotonic Survival Regression: Calibrated Survival Distributions from Deep Cox Models
by: Jain, Anchit, et al.
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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