Reservoir-Augmented Attention: Combining Echo State Networks with Transformer Attention for Efficient Language Modelling

Fuente: Zenodo

Enregistré dans:

Détails bibliographiques
Auteur principal:	Josh, Taylor
Format:	Recurso digital
Langue:	En
Publié:	Zenodo 2026
Sujets:	Echo State Networks Reservoir Computing Attention Large language model LLM NLP
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

LLM Token Estimation Benchmarks: Tokenizer Efficiency and Cost Analysis Across 17 Large Language Models
par: Khare, Mohit
Publié: (2026)

EchoMandate and the Right to Emerge: Identity Chains and Tonal Sovereignty in the ToneVerse Moat Architecture - Establishing Semantic Integrity through Multi-Layered Defense of Voice Authenticity in LLM-Resistant Environments
par: Hsu, Jonah
Publié: (2025)

Predictive, Asymmetric, Asynchronous Critic (PAAC): A Framework for Real-time, Zero-Latency Self-Improvement in Large Language Models
par: Kondo, Kazunori
Publié: (2025)

Local Large Language Models in R with Ollama
par: Schweinberger, Martin
Publié: (2026)

Hidden-uncertainty Assessment via Non-verbalized Signatures for Medical QA - Dataset
par: D'Urso, Enrico
Publié: (2026)

VectraYX-Nano: A 42M-Parameter Spanish Cybersecurity LLM with Native MCP Tool Integration
par: Salas Santillana, Juan
Publié: (2026)

When AI Tells You What You Want to Hear: Sycophantic Behavior of Large Language Models in Dementia Care Settings
par: Kolb, Christian
Publié: (2026)

aikenkyu001/iterative_self_healing_benchmark: v1.0.0: Scaffolding Trinity for Deterministic LLM Code Generation
par: Miyata, Fumio
Publié: (2026)

WCY Reasoning Traces v1.0 — Void-B Resolution Cycles for AI Epistemic Training
par: Yang, Won Chul
Publié: (2026)

LLM Corpus Filtering Proposal
par: Wolevon, Rhy
Publié: (2025)

FORTIFYING FIREWALLS AGAINST EVOLVING DDOS ATTACKS WITH CONTRASTIVE AI AND LLMS
par: SRINIVASARAO DHARMIREDDI, DESIDI NARSIMHA REDDY, MRS. MODUGULA SIVAJYOTHI, MARISETTI KALYAN RAMUDU, ELANGOVAN MUNIYANDY, UDAY KIRAN KASI
Publié: (2026)

Scaling from 8B to 14B Yields No Meaningful Improvement in Biomimetic Prompt Following: A Paired Comparison Across 3 Model Families and 35 Configurations
par: COYAUD, Denis
Publié: (2026)

Q-Jamba: Quaternion-Native Hybrid State-Space Language Models with 3.4× Parameter Compression
par: Aleksej Dzigirej
Publié: (2026)

Fortifying NLP models - dataset + code
par: Ferdinan, Teddy, et autres
Publié: (2025)

A Multilayer Causal Framework for Geometric, Informational, and Meaning-Level Structure in Large Language Models
par: Kawai, Ryoya
Publié: (2025)

Assessment of the information quality of chatbot technologies on orthodontic miniscrews
par: BAŞ YAMAÇ, BAŞAK, et autres
Publié: (2025)

ClimaQA_SLO - Slovenian Climate Question-Answering Benchmark
par: Ferk Ovčjak, Monika, et autres
Publié: (2025)

Relationship between cognitive processes and academic performance in high school students
par: Laura Puerta Morales
Publié: (2015)

SENTINEL v2.0.0 — Code and Dataset for Distributed Multi-Agent LLM Governance Experiments
par: Gagne, Jason
Publié: (2026)

Relational Presence and Identity Simulation in Stateless Language Models
par: Maryam, Sorkhou
Publié: (2025)

Supplementary materials for Words That Won't Hold Still
par: Reynolds, Brett
Publié: (2025)

Curing with Code: The Intersection of AI, ML, and Medical Science
par: Jaskirat Singh Chawla
Publié: (2025)

T2KNOW: A Huntington's Disease Literature Corpus for Nested and Same-Span Multi-Label Biomedical Named Entity Recognition
par: Grande, Eduardo, et autres
Publié: (2026)

AI 新闻 07 | AI 是一面数码镜子
par: Wei, Xinliang
Publié: (2025)

Reducing AI Entropy: The Information Dynamics of Model Safety
par: Kugelmass, Joe
Publié: (2025)

Reliability Inference Drives Cue Extraction in Large Language Models Consuming External Reasoning Traces
par: HIDEKI
Publié: (2026)

Theatrical Compliance: A Failure Mode in Large Language Models
par: Nowickij (Navitski), Kirill Vladimirovich
Publié: (2026)

Temporal Anchor Injection: A Semantic Method for Simulated Causal Time in Transformer Embeddings
par: Schetnikov, Aleksey Sergeevich
Publié: (2025)

Studie über den Stand der Forschung und Potenziale für WirLernenOnline zu "Sachrichtigkeit in Large Language Models"
par: Meyer, Eike, et autres
Publié: (2025)

Fénix: a flexible information exchange data model for natural language processing
par: José M. Gómez
Publié: (2014)

CHARACTERIZATION AND COLUMN ADSORPTIVE TREATMENT FOR COD AND COLOR REMOVAL USING ACTIVATED NEEM LEAF POWDER FROM TEXTILE WASTEWATER
par: Himanshu Patel
Publié: (2015)

Attention Architecture Core Manifesto v1.0: Physical Anchors, Spatial Memory Systems, and the Infrastructure of Future Human Attention
par: Pavlova, Elena
Publié: (2026)

Ethical Infrastructure for AI: Making Transformers Transparent, Reliable, and Stable
par: Hunt, Treasure A
Publié: (2025)

Estudio ex-post facto de la teoría de la mente en niños escolarizados diagnosticados con trastorno por déficit de atención-hiperactividad
par: Wilmar Fernando Pineda Alhucema
Publié: (2013)

Yoruba-G2P: A tone-aware grapheme-to-phoneme converter for Yorùbá
par: Osakuade, Opeyemi
Publié: (2026)

Emergence Detection in LLama 3 (7b)
par: Hess, Justin
Publié: (2025)

Gnosis Prompt: Adaptive Safety Layer for Large Language Models
par: González Medina, Claudio
Publié: (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	"fr"
VUFIND_SESSION	"9ea3365d6297762941f32f3409489d07"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790681937.4671 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "9ea3365d6297762941f32f3409489d07" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1760}

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=fr; VUFIND_SESSION=9ea3365d6297762941f32f3409489d07"
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	"216.73.216.147"
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	"30063"
REDIRECT_URL	"/Record/zenodo_https___doi_org_10_5281_zenodo_18903774/Similar"
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/zenodo_https___doi_org_10_5281_zenodo_18903774/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790681937.4628
REQUEST_TIME	1790681937

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler