Active Inference Meeting Energy-Efficient Control of Parallel and Identical Machines

Fuente: arXiv

Gespeichert in:

Bibliographische Detailangaben
Hauptverfasser:	Yeganeh, Yavar Taheri, Jafari, Mohsen, Matta, Andrea
Format:	Preprint
Veröffentlicht:	2024
Schlagworte:	Machine Learning Artificial Intelligence
Online-Zugang:	Acceder al recurso
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!

Ähnliche Einträge

Deep Active Inference Agents for Delayed and Long-Horizon Environments
von: Yeganeh, Yavar Taheri, et al.
Veröffentlicht: (2025)

Active Inference for Energy Control and Planning in Smart Buildings and Communities
von: Nazemi, Seyyed Danial, et al.
Veröffentlicht: (2025)

ICaRus: Identical Cache Reuse for Efficient Multi Model Inference
von: Woo, Sunghyeon, et al.
Veröffentlicht: (2026)

Scaling Laws Meet Model Architecture: Toward Inference-Efficient LLMs
von: Bian, Song, et al.
Veröffentlicht: (2025)

A Parallel Alternative for Energy-Efficient Neural Network Training and Inferencing
von: Seal, Sudip K., et al.
Veröffentlicht: (2025)

TPLA: Tensor Parallel Latent Attention for Efficient Disaggregated Prefill and Decode Inference
von: Tang, Xiaojuan, et al.
Veröffentlicht: (2025)

Bayesian Inverse Problems Meet Flow Matching: Efficient and Flexible Inference via Transformers
von: Sherki, Daniil, et al.
Veröffentlicht: (2025)

Adaptive-lambda Subtracted Importance Sampled Scores in Machine Unlearning for DDPMs and VAEs
von: Dini, MohammadParsa, et al.
Veröffentlicht: (2025)

DepCap: Adaptive Block-Wise Parallel Decoding for Efficient Diffusion LM Inference
von: Xia, Xiang, et al.
Veröffentlicht: (2026)

Generalization and Membership Inference Attack a Practical Perspective
von: Rahmani, Fateme, et al.
Veröffentlicht: (2026)

Generation Meets Verification: Accelerating Large Language Model Inference with Smart Parallel Auto-Correct Decoding
von: Yi, Hanling, et al.
Veröffentlicht: (2024)

An Efficient Hybrid Sparse Attention with CPU-GPU Parallelism for Long-Context Inference
von: Yao, Feiyu, et al.
Veröffentlicht: (2026)

Bit-Identical Medical Deep Learning via Structured Orthogonal Initialization
von: Shkolnikov, Yakov Pyotr
Veröffentlicht: (2026)

Limitations of Using Identical Distributions for Training and Testing When Learning Boolean Functions
von: Pérez-Guijarro, Jordi
Veröffentlicht: (2025)

Accelerating Transformer Inference for Translation via Parallel Decoding
von: Santilli, Andrea, et al.
Veröffentlicht: (2023)

SPARQ: Spiking Early-Exit Neural Networks for Energy-Efficient Edge AI
von: Patne, Parth, et al.
Veröffentlicht: (2026)

Pathway-based Progressive Inference (PaPI) for Energy-Efficient Continual Learning
von: Gaurav, Suyash, et al.
Veröffentlicht: (2025)

Energy Consumption in Parallel Neural Network Training
von: Huber, Philipp, et al.
Veröffentlicht: (2025)

Towards Low-bit Communication for Tensor Parallel LLM Inference
von: Dong, Harry, et al.
Veröffentlicht: (2024)

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding
von: Park, Jihoon, et al.
Veröffentlicht: (2025)

Learning An Active Inference Model of Driver Perception and Control: Application to Vehicle Car-Following
von: Wei, Ran, et al.
Veröffentlicht: (2023)

Energy-Efficient Transformer Inference: Optimization Strategies for Time Series Classification
von: Kermani, Arshia, et al.
Veröffentlicht: (2025)

Agentic Unlearning: When LLM Agent Meets Machine Unlearning
von: Wang, Bin, et al.
Veröffentlicht: (2026)

Value of Information and Reward Specification in Active Inference and POMDPs
von: Wei, Ran
Veröffentlicht: (2024)

Active Inference with Reusable State-Dependent Value Profiles
von: Poschl, Jacob
Veröffentlicht: (2025)

Non-Identical Diffusion Models in MIMO-OFDM Channel Generation
von: Yang, Yuzhi, et al.
Veröffentlicht: (2025)

Real-World Robot Control by Deep Active Inference With a Temporally Hierarchical World Model
von: Fujii, Kentaro, et al.
Veröffentlicht: (2025)

Recursive Inference Machines for Neural Reasoning
von: Komisarczyk, Mieszko, et al.
Veröffentlicht: (2026)

Paged Attention Meets FlexAttention: Unlocking Long-Context Efficiency in Deployed Inference
von: Joshi, Thomas, et al.
Veröffentlicht: (2025)

Communication Compression for Tensor Parallel LLM Inference
von: Hansen-Palmus, Jan, et al.
Veröffentlicht: (2024)

Efficient Triple Modular Redundancy for Reliability Enhancement of DNNs Using Explainable AI
von: Soroush, Kimia, et al.
Veröffentlicht: (2025)

ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment
von: Lin, Xiaoqiang, et al.
Veröffentlicht: (2025)

Evaluating the Energy Efficiency of NPU-Accelerated Machine Learning Inference on Embedded Microcontrollers
von: Fanariotis, Anastasios, et al.
Veröffentlicht: (2025)

COVID-19 Probability Prediction Using Machine Learning: An Infectious Approach
von: Ilani, Mohsen Asghari, et al.
Veröffentlicht: (2024)

Demonstrating the Continual Learning Capabilities and Practical Application of Discrete-Time Active Inference
von: Prakki, Rithvik
Veröffentlicht: (2024)

Communication-Efficient Diffusion Denoising Parallelization via Reuse-then-Predict Mechanism
von: Wang, Kunyun, et al.
Veröffentlicht: (2025)

Sample-Efficient Expert Query Control in Active Imitation Learning via Conformal Prediction
von: Firouzkouhi, Arad, et al.
Veröffentlicht: (2025)

Instance-Adaptive Parametrization for Amortized Variational Inference
von: Pollastro, Andrea, et al.
Veröffentlicht: (2026)

Model Parallelism With Subnetwork Data Parallelism
von: Singh, Vaibhav, et al.
Veröffentlicht: (2025)

When LLM Meets Time Series: Can LLMs Perform Multi-Step Time Series Reasoning and Inference
von: Ye, Wen, et al.
Veröffentlicht: (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
VUFIND_SESSION	"4b47a5e42abf584addcc355555fee815"
ui	"standard"
language	"de"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790953297.4069 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "4b47a5e42abf584addcc355555fee815" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

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	"VUFIND_SESSION=4b47a5e42abf584addcc355555fee815; ui=standard; language=de"
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	"216.73.217.142"
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	"10511"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2406_09322/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2406_09322/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790953297.4003
REQUEST_TIME	1790953297

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler