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Bibliographic Details
Main Author:	Karbevski, Marko
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2603.13381
Tags:	Add Tag No Tags, Be the first to tag this record!

Can an MLP Absorb Its Own Skip Connection?
by: Mijoski, Antonij, et al.
Published: (2026)

Exploring Local Explanations of Nonlinear Models Using Animated Linear Projections
by: Spyrison, Nicholas, et al.
Published: (2022)

Exact Linear Attention
by: Ou, Weinuo
Published: (2026)

Kaczmarz Linear Attention
by: Zou, Jiaxuan, et al.
Published: (2026)

Beyond Linear Approximations: A Novel Pruning Approach for Attention Matrix
by: Liang, Yingyu, et al.
Published: (2024)

Local Linear Attention: An Optimal Interpolation of Linear and Softmax Attention For Test-Time Regression
by: Zuo, Yifei, et al.
Published: (2025)

Transolver is a Linear Transformer: Revisiting Physics-Attention through the Lens of Linear Attention
by: Hu, Wenjie, et al.
Published: (2025)

On the Identifiability of Nonlinear ICA: Sparsity and Beyond
by: Zheng, Yujia, et al.
Published: (2022)

XicorAttention: Time Series Transformer Using Attention with Nonlinear Correlation
by: Kimura, Daichi, et al.
Published: (2025)

Tree-Sliced Wasserstein Distance with Nonlinear Projection
by: Tran, Thanh, et al.
Published: (2025)

Enhancing Linear Attention with Residual Learning
by: Lai, Xunhao, et al.
Published: (2025)

Surprised by Attention: Predictable Query Dynamics for Time Series Anomaly Detection
by: Özer, Kadir-Kaan, et al.
Published: (2026)

The Laplacian Keyboard: Beyond the Linear Span
by: Chandrasekar, Siddarth, et al.
Published: (2026)

Adaptive Memory Decay for Log-Linear Attention
by: Amin, Yaxita, et al.
Published: (2026)

KVBuffer: IO-aware Serving for Linear Attention
by: Zou, Longwei, et al.
Published: (2026)

State Rank Dynamics in Linear Attention LLMs
by: Sun, Ao, et al.
Published: (2026)

Linear Attention is Enough in Spatial-Temporal Forecasting
by: Ning, Xinyu
Published: (2024)

Linear Attention for Efficient Bidirectional Sequence Modeling
by: Afzal, Arshia, et al.
Published: (2025)

Conservative Contextual Bandits: Beyond Linear Representations
by: Deb, Rohan, et al.
Published: (2024)

Linear Projections of Teacher Embeddings for Few-Class Distillation
by: Loo, Noel, et al.
Published: (2024)

Multi-Item-Query Attention for Stable Sequential Recommendation
by: Xu, Mingshi, et al.
Published: (2025)

GQLA: Group-Query Latent Attention for Hardware-Adaptive Large Language Model Decoding
by: Meng, Fanxu
Published: (2026)

Tiled Flash Linear Attention: More Efficient Linear RNN and xLSTM Kernels
by: Beck, Maximilian, et al.
Published: (2025)

Nexusformer: Nonlinear Attention Expansion for Stable and Inheritable Transformer Scaling
by: Zhao, Weijie, et al.
Published: (2026)

ZeroS: Zero-Sum Linear Attention for Efficient Transformers
by: Lu, Jiecheng, et al.
Published: (2026)

Superiority of Multi-Head Attention in In-Context Linear Regression
by: Cui, Yingqian, et al.
Published: (2024)

LinearizeLLM: An Agent-Based Framework for LLM-Driven Exact Linear Reformulation of Nonlinear Optimization Problems
by: Kandora, Paul-Niklas Ken, et al.
Published: (2025)

RACE Attention: A Strictly Linear-Time Attention Layer for Training on Outrageously Large Contexts
by: Joshi, Sahil, et al.
Published: (2025)

Higher-order Linear Attention
by: Zhang, Yifan, et al.
Published: (2025)

From Projection to Prediction: Beyond Logits for Scalable Language Models
by: Dong, Jianbing, et al.
Published: (2025)

Cost-Optimal Grouped-Query Attention for Long-Context Modeling
by: Chen, Yingfa, et al.
Published: (2025)

Learning Linear Utility Functions From Pairwise Comparison Queries
by: Ge, Luise, et al.
Published: (2024)

Beyond Additivity: Sparse Isotonic Shapley Regression toward Nonlinear Explainability
by: She, Jialai
Published: (2025)

Nonlinear Processing with Linear Optics
by: Yildirim, Mustafa, et al.
Published: (2023)

SLA: Beyond Sparsity in Diffusion Transformers via Fine-Tunable Sparse-Linear Attention
by: Zhang, Jintao, et al.
Published: (2025)

Learning Advanced Self-Attention for Linear Transformers in the Singular Value Domain
by: Wi, Hyowon, et al.
Published: (2025)

MetaLA: Unified Optimal Linear Approximation to Softmax Attention Map
by: Chou, Yuhong, et al.
Published: (2024)

LNUCB-TA: Linear-nonlinear Hybrid Bandit Learning with Temporal Attention
by: Khosravi, Hamed, 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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