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Bibliographic Details
Main Authors:	Kiyohara, Naoki, Zhu, Harrison Bo Hua, Hassanin, Riccardo El, Sun, Zhuo, Chen, Wenlong, Bhatt, Samir, Li, Yingzhen
Format:	Preprint
Published:	2026
Subjects:	Machine Learning
Online Access:	https://arxiv.org/abs/2605.24330
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Neural Stochastic Flows: Solver-Free Modelling and Inference for SDE Solutions
by: Kiyohara, Naoki, et al.
Published: (2025)

Calibrating Transformers via Sparse Gaussian Processes
by: Chen, Wenlong, et al.
Published: (2023)

HiBBO: HiPPO-based Space Consistency for High-dimensional Bayesian Optimisation
by: Xuan, Junyu, et al.
Published: (2025)

Compact Memory for Continual Logistic Regression
by: Jung, Yohan, et al.
Published: (2025)

Bayesian Computation in Deep Learning
by: Chen, Wenlong, et al.
Published: (2025)

Your Image is Secretly the Last Frame of a Pseudo Video
by: Chen, Wenlong, et al.
Published: (2024)

Efficient Visual Transformer by Learnable Token Merging
by: Wang, Yancheng, et al.
Published: (2024)

Saliency-Aware Regularized Quantization Calibration for Large Language Models
by: Zhao, Yanlong, et al.
Published: (2026)

Shallow Neural Networks Learn Low-Degree Spherical Polynomials with Feature Learning by Learnable Channel Attention
by: Yang, Yingzhen
Published: (2025)

Trellis: Learning to Compress Key-Value Memory in Attention Models
by: Karami, Mahdi, et al.
Published: (2025)

TokenShapley: Token Level Context Attribution with Shapley Value
by: Xiao, Yingtai, et al.
Published: (2025)

Graph Contrastive Learning with Low-Rank Regularization and Low-Rank Attention for Noisy Node Classification
by: Wang, Yancheng, et al.
Published: (2024)

Low-Rank Key Value Attention
by: O'Neill, James, et al.
Published: (2026)

Learning Informative Attention Weights for Person Re-Identification
by: Wang, Yancheng, et al.
Published: (2025)

Locally Regularized Sparse Graph by Fast Proximal Gradient Descent
by: Sun, Dongfang, et al.
Published: (2024)

Diffusion Models for Inverse Problems in the Exponential Family
by: Micheli, Alessandro, et al.
Published: (2025)

NeuralSurv: Deep Survival Analysis with Bayesian Uncertainty Quantification
by: Monod, Mélodie, et al.
Published: (2025)

Visual Attention Methods in Deep Learning: An In-Depth Survey
by: Hassanin, Mohammed, et al.
Published: (2022)

Is it a Real CD Mismatch in Interdomain Routing?
by: Letong, Sun, et al.
Published: (2024)

Value-State Gated Attention for Mitigating Extreme-Token Phenomena in Transformers
by: Bu, Rui, et al.
Published: (2025)

Variational Uncertainty Decomposition for In-Context Learning
by: Jayasekera, I. Shavindra, et al.
Published: (2025)

Improved Generalization Bounds for Transductive Learning by Transductive Local Complexity and Its Applications
by: Yang, Yingzhen
Published: (2023)

Self-Indexing KVCache: Predicting Sparse Attention from Compressed Keys
by: Yang, Xu, et al.
Published: (2026)

ZoomR: Memory Efficient Reasoning through Multi-Granularity Key Value Retrieval
by: Yang, David H., et al.
Published: (2026)

Transformer Key-Value Memories Are Nearly as Interpretable as Sparse Autoencoders
by: Ye, Mengyu, et al.
Published: (2025)

Diffusion Alignment Beyond KL: Variance Minimisation as Effective Policy Optimiser
by: Ou, Zijing, et al.
Published: (2026)

LOOKAT: Lookup-Optimized Key-Attention for Memory-Efficient Transformers
by: Karmore, Aryan
Published: (2026)

MKA: Memory-Keyed Attention for Efficient Long-Context Reasoning
by: Liu, Dong, et al.
Published: (2026)

Key and Value Weights Are Probably All You Need: On the Necessity of the Query, Key, Value weight Triplet in Self-Attention Transformers
by: Karbevski, Marko, et al.
Published: (2025)

Neural Attention Search Linear: Towards Adaptive Token-Level Hybrid Attention Models
by: Deng, Difan, et al.
Published: (2026)

Off-Policy Evaluation of Slate Bandit Policies via Optimizing Abstraction
by: Kiyohara, Haruka, et al.
Published: (2024)

Entropic Riemannian Neural Optimal Transport
by: Micheli, Alessandro, et al.
Published: (2026)

Spectral Transformer Neural Processes
by: Chen, Xianhe, et al.
Published: (2026)

Neural Flow Samplers with Shortcut Models
by: Chen, Wuhao, et al.
Published: (2025)

Reducing Transformer Key-Value Cache Size with Cross-Layer Attention
by: Brandon, William, et al.
Published: (2024)

Riemannian Neural Optimal Transport
by: Micheli, Alessandro, et al.
Published: (2026)

MLKV: Multi-Layer Key-Value Heads for Memory Efficient Transformer Decoding
by: Zuhri, Zayd Muhammad Kawakibi, et al.
Published: (2024)

LERD: Latent Event-Relational Dynamics for Neurodegenerative Classification
by: Feng, Yicheng, et al.
Published: (2026)

Causal Attention with Lookahead Keys
by: Song, Zhuoqing, 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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