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Bibliographic Details
Main Authors:	Venkatasubramanian, Subashree, Barajas-Solano, David A.
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2412.05175
Tags:	Add Tag No Tags, Be the first to tag this record!

Calibrating Geophysical Predictions under Constrained Probabilistic Distributions
by: Hou, Zhewen, et al.
Published: (2025)

CLOUD: A Scalable and Physics-Informed Foundation Model for Crystal Representation Learning
by: Xu, Changwen, et al.
Published: (2025)

Generative AI-enhanced Probabilistic Multi-Fidelity Surrogate Modeling Via Transfer Learning
by: Zeng, Jice, et al.
Published: (2026)

Randomized Physics-Informed Neural Networks for Bayesian Data Assimilation
by: Zong, Yifei, et al.
Published: (2024)

Physically Interpretable Representation Learning with Gaussian Mixture Variational AutoEncoder (GM-VAE)
by: Fan, Tiffany, et al.
Published: (2025)

Geometry-Preserving Encoder/Decoder in Latent Generative Models
by: Lee, Wonjun, et al.
Published: (2025)

Machine Learning Workflows in Climate Modeling: Design Patterns and Insights from Case Studies
by: Zheng, Tian, et al.
Published: (2025)

Understanding Transformer Encoder-Decoder Representations through Bernoulli Dropout
by: Chen, Xuanzhou
Published: (2026)

Bipartite Graph Variational Auto-Encoder with Fair Latent Representation to Account for Sampling Bias in Ecological Networks
by: Anakok, Emre, et al.
Published: (2024)

Causal Flow-based Variational Auto-Encoder for Disentangled Causal Representation Learning
by: Fan, Di, et al.
Published: (2023)

Learn2Mix: Training Neural Networks Using Adaptive Data Integration
by: Venkatasubramanian, Shyam, et al.
Published: (2024)

Solving High-dimensional Inverse Problems Using Amortized Likelihood-free Inference with Noisy and Incomplete Data
by: Zeng, Jice, et al.
Published: (2024)

Disentangled Representation via Variational AutoEncoder for Continuous Treatment Effect Estimation
by: Cui, Ruijing, et al.
Published: (2024)

Variational Learning of Disentangled Representations
by: Slavutsky, Yuli, et al.
Published: (2025)

Representation Learning of Lab Values via Masked AutoEncoders
by: Restrepo, David, et al.
Published: (2025)

Causal Effect Estimation using identifiable Variational AutoEncoder with Latent Confounders and Post-Treatment Variables
by: Xie, Yang, et al.
Published: (2024)

L-VAE: Variational Auto-Encoder with Learnable Beta for Disentangled Representation
by: Ozcan, Hazal Mogultay, et al.
Published: (2025)

KAE: Kolmogorov-Arnold Auto-Encoder for Representation Learning
by: Yu, Fangchen, et al.
Published: (2024)

Diffusion Bridge AutoEncoders for Unsupervised Representation Learning
by: Kim, Yeongmin, et al.
Published: (2024)

Identifiable Representation and Model Learning for Latent Dynamic Systems
by: Zhang, Congxi, et al.
Published: (2024)

TEE4EHR: Transformer Event Encoder for Better Representation Learning in Electronic Health Records
by: Karami, Hojjat, et al.
Published: (2024)

Representation Learning of Daily Movement Data Using Text Encoders
by: Capstick, Alexander, et al.
Published: (2024)

Understanding Encoder-Decoder Structures in Machine Learning Using Information Measures
by: Silva, Jorge F., et al.
Published: (2024)

DiffEnc: Variational Diffusion with a Learned Encoder
by: Nielsen, Beatrix M. G., et al.
Published: (2023)

Learning Network Representations with Disentangled Graph Auto-Encoder
by: Fan, Di, et al.
Published: (2024)

Uniform Transformation: Refining Latent Representation in Variational Autoencoders
by: Shi, Ye, et al.
Published: (2024)

Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding
by: Liu, Guangyi, et al.
Published: (2024)

Statistical Test for Anomaly Detections by Variational Auto-Encoders
by: Miwa, Daiki, et al.
Published: (2024)

Learning second-order TVD flux limiters using differentiable solvers
by: Huang, Chenyang, et al.
Published: (2025)

Variational Graph Auto-Encoder Based Inductive Learning Method for Semi-Supervised Classification
by: Yang, Hanxuan, et al.
Published: (2024)

Undermining Federated Learning Accuracy in EdgeIoT via Variational Graph Auto-Encoders
by: Li, Kai, et al.
Published: (2025)

Encoder vs Decoder: Comparative Analysis of Encoder and Decoder Language Models on Multilingual NLU Tasks
by: Nielsen, Dan Saattrup, et al.
Published: (2024)

Stable Learning Using Spiking Neural Networks Equipped With Affine Encoders and Decoders
by: Neuman, A. Martina, et al.
Published: (2024)

Steinmetz Neural Networks for Complex-Valued Data
by: Venkatasubramanian, Shyam, et al.
Published: (2024)

Random Linear Projections Loss for Hyperplane-Based Optimization in Neural Networks
by: Venkatasubramanian, Shyam, et al.
Published: (2023)

Emergence and Effectiveness of Task Vectors in In-Context Learning: An Encoder Decoder Perspective
by: Han, Seungwook, et al.
Published: (2024)

RAVEN: In-Context Learning with Retrieval-Augmented Encoder-Decoder Language Models
by: Huang, Jie, et al.
Published: (2023)

Causal Representation Learning in Temporal Data via Single-Parent Decoding
by: Brouillard, Philippe, et al.
Published: (2024)

Short-term Inland Vessel Trajectory Prediction with Encoder-Decoder Models
by: Donandt, Kathrin, et al.
Published: (2024)

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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