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Bibliographic Details
Main Author:	Drake, Seth
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence Neural and Evolutionary Computing
Online Access:	https://arxiv.org/abs/2504.07992
Tags:	Add Tag No Tags, Be the first to tag this record!

Evolutionary thoughts: integration of large language models and evolutionary algorithms
by: Yepes, Antonio Jimeno, et al.
Published: (2025)

Can "consciousness" be observed from large language model (LLM) internal states? Dissecting LLM representations obtained from Theory of Mind test with Integrated Information Theory and Span Representation analysis
by: Li, Jingkai
Published: (2025)

Enriching language models with graph-based context information to better understand textual data
by: Roethel, Albert, et al.
Published: (2023)

Neuronal Group Communication for Efficient Neural representation
by: Pei, Zhengqi, et al.
Published: (2025)

A Neural Rewriting System to Solve Algorithmic Problems
by: Petruzzellis, Flavio, et al.
Published: (2024)

LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization
by: Nasir, Muhammad U., et al.
Published: (2023)

Comparative of Genetic Fuzzy regression techniques for aeroacoustic phenomenons
by: Henry, Hugo, et al.
Published: (2025)

LLM-Based Instance-Driven Heuristic Bias In the Context of a Biased Random Key Genetic Algorithm
by: Sartori, Camilo Chacón, et al.
Published: (2025)

A Gauge Theory of Superposition: Toward a Sheaf-Theoretic Atlas of Neural Representations
by: Javidnia, Hossein
Published: (2026)

Bringing order into the realm of Transformer-based language models for artificial intelligence and law
by: Greco, Candida M., et al.
Published: (2023)

ToxSearch: Evolving Prompts for Toxicity Search in Large Language Models
by: Shelar, Onkar, et al.
Published: (2025)

Spectral Neuro-Symbolic Reasoning II: Semantic Node Merging, Entailment Filtering, and Knowledge Graph Alignment
by: Kiruluta, Andrew, et al.
Published: (2025)

Feature Selection Empowered BERT for Detection of Hate Speech with Vocabulary Augmentation
by: Desai, Pritish N., et al.
Published: (2025)

Exploring Synaptic Resonance in Large Language Models: A Novel Approach to Contextual Memory Integration
by: Applegarth, George, et al.
Published: (2025)

AdaEvolve: Adaptive LLM Driven Zeroth-Order Optimization
by: Cemri, Mert, et al.
Published: (2026)

Agent Skill Acquisition for Large Language Models via CycleQD
by: Kuroki, So, et al.
Published: (2024)

BEExformer: A Fast Inferencing Binarized Transformer with Early Exits
by: Ansar, Wazib, et al.
Published: (2024)

Grounded learning for compositional vector semantics
by: Lewis, Martha
Published: (2024)

LPC-SM: Local Predictive Coding and Sparse Memory for Long-Context Language Modeling
by: Xie, Keqin
Published: (2026)

Towards Explainable Evolution Strategies with Large Language Models
by: Baumann, Jill, et al.
Published: (2024)

Controlled Self-Evolution for Algorithmic Code Optimization
by: Hu, Tu, et al.
Published: (2026)

Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs
by: Li, Xiaoxia, et al.
Published: (2024)

QUBE: Enhancing Automatic Heuristic Design via Quality-Uncertainty Balanced Evolution
by: Chen, Zijie, et al.
Published: (2024)

Benchmarking GPT-4 on Algorithmic Problems: A Systematic Evaluation of Prompting Strategies
by: Petruzzellis, Flavio, et al.
Published: (2024)

Text-Utilization for Encoder-dominated Speech Recognition Models
by: Zeyer, Albert, et al.
Published: (2026)

DARWIN: Dynamic Agentically Rewriting Self-Improving Network
by: Jiang, Henry
Published: (2026)

Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap
by: Wu, Xingyu, et al.
Published: (2024)

SeaEvo: Advancing Algorithm Discovery with Strategy Space Evolution
by: Luo, Sichun, et al.
Published: (2026)

Decentralised Emergence of Robust and Adaptive Linguistic Conventions in Populations of Autonomous Agents Grounded in Continuous Worlds
by: Ekila, Jérôme Botoko, et al.
Published: (2024)

The Importance of Directional Feedback for LLM-based Optimizers
by: Nie, Allen, et al.
Published: (2024)

A Transformer-based Neural Architecture Search Method
by: Wang, Shang, et al.
Published: (2025)

REMS: a unified solution representation, problem modeling and metaheuristic algorithm design for general combinatorial optimization problems
by: Song, Aijuan, et al.
Published: (2025)

An exploration for higher efficiency in multi objective optimisation with reinforcement learning
by: Aydin, Mehmet Emin
Published: (2025)

Decoding the decoder: Contextual sequence-to-sequence modeling for intracortical speech decoding
by: Olak, Michal, et al.
Published: (2026)

The brain-AI convergence: Predictive and generative world models for general-purpose computation
by: Ohmae, Shogo, et al.
Published: (2025)

Automatic programming via large language models with population self-evolution for dynamic job shop scheduling problem
by: Huang, Jin, et al.
Published: (2024)

Beyond Scale: The Diversity Coefficient as a Data Quality Metric for Variability in Natural Language Data
by: Miranda, Brando, et al.
Published: (2023)

EvolVE: Evolutionary Search for LLM-based Verilog Generation and Optimization
by: Hsin, Wei-Po, et al.
Published: (2026)

Evaluating a Novel Neuroevolution and Neural Architecture Search System
by: Winter, Benjamin David, 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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