:: Library Catalog

Saved in:

Bibliographic Details
Main Authors:	Zou, Longwei, Zhong, Lin
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Artificial Intelligence
Online Access:	https://arxiv.org/abs/2605.19049
Tags:	Add Tag No Tags, Be the first to tag this record!

SonicMoE: Accelerating MoE with IO and Tile-aware Optimizations
by: Guo, Wentao, et al.
Published: (2025)

Toward Carbon-Neutral Human AI: Rethinking Data, Computation, and Learning Paradigms for Sustainable Intelligence
by: Santosh, KC, et al.
Published: (2025)

Enhancing Adversarial Robustness of Deep Neural Networks Through Supervised Contrastive Learning
by: Wang, Longwei, et al.
Published: (2024)

Bridging Interpretability and Robustness Using LIME-Guided Model Refinement
by: Nayyem, Navid, et al.
Published: (2024)

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

Progressive Sparse Attention: Algorithm and System Co-design for Efficient Attention in LLM Serving
by: Zhou, Qihui, et al.
Published: (2025)

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

Analytical Provisioning for Attention-FFN Disaggregated LLM Serving under Stochastic Workloads
by: Song, Chendong, et al.
Published: (2026)

ATP: Enabling Fast LLM Serving via Attention on Top Principal Keys
by: Niu, Yue, 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)

Lipschitz-aware Linearity Grafting for Certified Robustness
by: Han, Yongjin, et al.
Published: (2025)

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

LASP-2: Rethinking Sequence Parallelism for Linear Attention and Its Hybrid
by: Sun, Weigao, et al.
Published: (2025)

Efficient High-Accuracy PDEs Solver with the Linear Attention Neural Operator
by: Zhong, Ming, et al.
Published: (2025)

FlashInfer: Efficient and Customizable Attention Engine for LLM Inference Serving
by: Ye, Zihao, et al.
Published: (2025)

Adaptive Memory Decay for Log-Linear Attention
by: Amin, Yaxita, 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)

BoA: Attention-aware Post-training Quantization without Backpropagation
by: Kim, Junhan, et al.
Published: (2024)

On Efficient Scaling of GNNs via IO-Aware Layers Implementations
by: Fomina, Daria, et al.
Published: (2026)

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

Beyond Linearity in Attention Projections: The Case for Nonlinear Queries
by: Karbevski, Marko
Published: (2026)

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

E2Former-V2: On-the-Fly Equivariant Attention with Linear Activation Memory
by: Huang, Lin, et al.
Published: (2026)

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

Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
by: Lin, Chaofan, et al.
Published: (2024)

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)

Bridging Symmetry and Robustness: On the Role of Equivariance in Enhancing Adversarial Robustness
by: Wang, Longwei, et al.
Published: (2025)

Learning under Quantization for High-Dimensional Linear Regression
by: Zhang, Dechen, et al.
Published: (2025)

When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models
by: You, Haoran, et al.
Published: (2024)

Revisiting Service Level Objectives and System Level Metrics in Large Language Model Serving
by: Wang, Zhibin, et al.
Published: (2024)

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

LNUCB-TA: Linear-nonlinear Hybrid Bandit Learning with Temporal Attention
by: Khosravi, Hamed, et al.
Published: (2025)

Scaling Laws for Precision in High-Dimensional Linear Regression
by: Zhang, Dechen, et al.
Published: (2026)

MTServe: Efficient Serving for Generative Recommendation Models with Hierarchical Caches
by: Wang, Xin, et al.
Published: (2026)

Ecologically Valid Benchmarking and Adaptive Attention: Scalable Marine Bioacoustic Monitoring
by: Rasmussen, Nicholas R., 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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"en"
VUFIND_SESSION	"0298851f4df9b2f4f0ac4f43cc09eafa"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1784650641.6206 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "0298851f4df9b2f4f0ac4f43cc09eafa" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1583}
SessionHelper	Laminas\Stdlib\ArrayObject {#1772}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"ui=standard; language=en; VUFIND_SESSION=0298851f4df9b2f4f0ac4f43cc09eafa"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.85"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"20456"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_19049/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2605_19049/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1784650641.6162
REQUEST_TIME	1784650641

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"en"
VUFIND_SESSION	"0298851f4df9b2f4f0ac4f43cc09eafa"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1784650641.6206 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "0298851f4df9b2f4f0ac4f43cc09eafa" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1583}
SessionHelper	Laminas\Stdlib\ArrayObject {#1772}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"ui=standard; language=en; VUFIND_SESSION=0298851f4df9b2f4f0ac4f43cc09eafa"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.85"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"20456"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2605_19049/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2605_19049/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1784650641.6162
REQUEST_TIME	1784650641

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler

Similar Items

Similar Items

Environment & details:

Environment & details: