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Bibliographic Details
Main Authors:	Germino, Joe, Moniz, Nuno, Chawla, Nitesh V.
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2505.00830
Tags:	Add Tag No Tags, Be the first to tag this record!

AnyLoss: Transforming Classification Metrics into Loss Functions
by: Han, Doheon, et al.
Published: (2024)

Fast Explanations via Policy Gradient-Optimized Explainer
by: Pan, Deng, et al.
Published: (2024)

Spectral Manifold Harmonization for Graph Imbalanced Regression
by: Nogueira, Brenda, et al.
Published: (2025)

Differentially-Private Data Synthetisation for Efficient Re-Identification Risk Control
by: Carvalho, Tânia, et al.
Published: (2022)

SPECTRA: Spectral Domain-Aware Graph Generation for Imbalanced Molecular Property Regression
by: Nogueira, Brenda, et al.
Published: (2025)

Genotype-Conditioned Molecular Generation via Evidence-Grounded Multi-Objective Latent Perturbation in Diffusion Models
by: Nogueira, Brenda, et al.
Published: (2026)

Human-AI Co-Mentorship in Project-Based Learning: A Case Study in Financial Forecasting
by: Chawla, Freyaa, et al.
Published: (2026)

Are we making much progress? Revisiting chemical reaction yield prediction from an imbalanced regression perspective
by: Ma, Yihong, et al.
Published: (2024)

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

Relevance-aware Algorithmic Recourse
by: Kim, Dongwhi, et al.
Published: (2024)

The Hidden Influence of Latent Feature Magnitude When Learning with Imbalanced Data
by: Dablain, Damien A., et al.
Published: (2024)

You do not have to train Graph Neural Networks at all on text-attributed graphs
by: Dong, Kaiwen, et al.
Published: (2024)

Class-Aware Contrastive Optimization for Imbalanced Text Classification
by: Khvatskii, Grigorii, et al.
Published: (2024)

Capability-Oriented Training Induced Alignment Risk
by: Zhou, Yujun, et al.
Published: (2026)

Do LLMs have core beliefs?
by: Sokol, Anna, et al.
Published: (2026)

CORE: Data Augmentation for Link Prediction via Information Bottleneck
by: Dong, Kaiwen, et al.
Published: (2024)

Automated Privacy-Preserving Techniques via Meta-Learning
by: Carvalho, Tânia, et al.
Published: (2024)

Universal Link Predictor By In-Context Learning on Graphs
by: Dong, Kaiwen, et al.
Published: (2024)

Pure Message Passing Can Estimate Common Neighbor for Link Prediction
by: Dong, Kaiwen, et al.
Published: (2023)

ReactionTeam: Teaming Experts for Divergent Thinking Beyond Typical Reaction Patterns
by: Guo, Taicheng, et al.
Published: (2023)

AgentDrug: Utilizing Large Language Models in An Agentic Workflow for Zero-Shot Molecular Editing
by: Le, Khiem, et al.
Published: (2024)

Time Series Data Augmentation as an Imbalanced Learning Problem
by: Cerqueira, Vitor, et al.
Published: (2024)

FLAME: Towards Federated Fine-Tuning Large Language Models Through Adaptive SMoE
by: Le, Khiem, et al.
Published: (2025)

Can we Soft Prompt LLMs for Graph Learning Tasks?
by: Liu, Zheyuan, et al.
Published: (2024)

NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning
by: Zhang, Zheyuan, et al.
Published: (2024)

Synthetic Data Outliers: Navigating Identity Disclosure
by: Trindade, Carolina, et al.
Published: (2024)

Context Attribution with Multi-Armed Bandit Optimization
by: Pan, Deng, et al.
Published: (2025)

HONEM: Learning Embedding for Higher Order Networks
by: Saebi, Mandana, et al.
Published: (2019)

AutoLLMResearch: Training Research Agents for Automating LLM Experiment Configuration - Learning from Cheap, Optimizing Expensive
by: Guo, Taicheng, et al.
Published: (2026)

On the Consistency of Fairness Measurement Methods for Regression Tasks
by: Almajed, Abdalwahab, et al.
Published: (2024)

Experiential-Informed Data Reconstruction for Fishery Sustainability and Policies in the Azores
by: Nogueira, Brenda, et al.
Published: (2023)

LabSafety Bench: Benchmarking LLMs on Safety Issues in Scientific Labs
by: Zhou, Yujun, et al.
Published: (2024)

HetGPT: Harnessing the Power of Prompt Tuning in Pre-Trained Heterogeneous Graph Neural Networks
by: Ma, Yihong, et al.
Published: (2023)

Beyond Answers: Transferring Reasoning Capabilities to Smaller LLMs Using Multi-Teacher Knowledge Distillation
by: Tian, Yijun, et al.
Published: (2024)

A Survey of Large Language Models for Graphs
by: Ren, Xubin, et al.
Published: (2024)

GFT: Graph Foundation Model with Transferable Tree Vocabulary
by: Wang, Zehong, et al.
Published: (2024)

UGMAE: A Unified Framework for Graph Masked Autoencoders
by: Tian, Yijun, et al.
Published: (2024)

Relationship between Hölder Divergence and Functional Density Power Divergence: Intersection and Generalization
by: Kobayashi, Masahiro
Published: (2025)

APFEx: Adaptive Pareto Front Explorer for Intersectional Fairness
by: Mondal, Priyobrata, et al.
Published: (2025)

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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