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Bibliographic Details
Main Author:	Search, Greg
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2505.01953
Tags:	Add Tag No Tags, Be the first to tag this record!

Environment Design for Inverse Reinforcement Learning
by: Buening, Thomas Kleine, et al.
Published: (2022)

Deep Research Bench: Evaluating AI Web Research Agents
by: FutureSearch, et al.
Published: (2025)

Training High-Level Schedulers with Execution-Feedback Reinforcement Learning for Long-Horizon GUI Automation
by: Deng, Zehao, et al.
Published: (2025)

The Role of Environment Access in Agnostic Reinforcement Learning
by: Krishnamurthy, Akshay, et al.
Published: (2025)

Instruction Following with Goal-Conditioned Reinforcement Learning in Virtual Environments
by: Volovikova, Zoya, et al.
Published: (2024)

High-Performance Self-Supervised Learning by Joint Training of Flow Matching
by: Ukita, Kosuke, et al.
Published: (2025)

ARCLE: The Abstraction and Reasoning Corpus Learning Environment for Reinforcement Learning
by: Lee, Hosung, et al.
Published: (2024)

MEDVISTAGYM: A Scalable Training Environment for Thinking with Medical Images via Tool-Integrated Reinforcement Learning
by: Lu, Meng, et al.
Published: (2026)

Causal Knowledge Transfer for Multi-Agent Reinforcement Learning in Dynamic Environments
by: Korte, Kathrin, et al.
Published: (2025)

Beyond The Rainbow: High Performance Deep Reinforcement Learning on a Desktop PC
by: Clark, Tyler, et al.
Published: (2024)

2048: Reinforcement Learning in a Delayed Reward Environment
by: Saligram, Prady, et al.
Published: (2025)

Reinforcement Learning Trained Observer Control for Bearings-Only Tracking
by: Ristic, Branko, et al.
Published: (2026)

Importance Sampling-Guided Meta-Training for Intelligent Agents in Highly Interactive Environments
by: Arief, Mansur, et al.
Published: (2024)

HackAtari: Atari Learning Environments for Robust and Continual Reinforcement Learning
by: Delfosse, Quentin, et al.
Published: (2024)

Automatic Generation of High-Performance RL Environments
by: Karten, Seth, et al.
Published: (2026)

Modeling Unseen Environments with Language-guided Composable Causal Components in Reinforcement Learning
by: Wang, Xinyue, et al.
Published: (2025)

Path Planning through Multi-Agent Reinforcement Learning in Dynamic Environments
by: De Maeyer, Jonas, et al.
Published: (2025)

Forecasting in Offline Reinforcement Learning for Non-stationary Environments
by: Ada, Suzan Ece, et al.
Published: (2025)

AutoForge: Automated Environment Synthesis for Agentic Reinforcement Learning
by: Cai, Shihao, et al.
Published: (2025)

Reinforcement Learning via Conservative Agent for Environments with Random Delays
by: Lee, Jongsoo, et al.
Published: (2025)

Video-Based Performance Evaluation for ECR Drills in Synthetic Training Environments
by: Rayala, Surya, et al.
Published: (2025)

Towards a Domain-Specific Modelling Environment for Reinforcement Learning
by: Sinani, Natalie, et al.
Published: (2024)

A Benchmark Environment for Offline Reinforcement Learning in Racing Games
by: Macaluso, Girolamo, et al.
Published: (2024)

Online Reinforcement Learning in Non-Stationary Context-Driven Environments
by: Hamadanian, Pouya, et al.
Published: (2023)

A Reinforcement Learning Environment for Directed Quantum Circuit Synthesis
by: Kölle, Michael, et al.
Published: (2024)

unix-ctf: Procedural Environments for Unix-Competence Reinforcement Learning
by: Bradway, Geoffrey, et al.
Published: (2026)

Bench to the Future: A Pastcasting Benchmark for Forecasting Agents
by: FutureSearch, et al.
Published: (2025)

E-SDS: Environment-aware See it, Do it, Sorted - Automated Environment-Aware Reinforcement Learning for Humanoid Locomotion
by: Yalcin, Enis, et al.
Published: (2025)

Reinforcement Learning on Pre-Training Data
by: Li, Siheng, et al.
Published: (2025)

Understanding Iterative Combinatorial Auction Designs via Multi-Agent Reinforcement Learning
by: d'Eon, Greg, et al.
Published: (2024)

EnterpriseBench Corecraft: Training Generalizable Agents on High-Fidelity RL Environments
by: Mehta, Sushant, et al.
Published: (2026)

ALPACA: A Reinforcement Learning Environment for Medication Repurposing and Treatment Optimization in Alzheimer's Disease
by: Brady, Nolan, et al.
Published: (2026)

PAC-Bayesian Reinforcement Learning Trains Generalizable Policies
by: Zitouni, Abdelkrim, et al.
Published: (2025)

On the Interplay Between Sparsity and Training in Deep Reinforcement Learning
by: Davelouis, Fatima, et al.
Published: (2025)

RLVR-World: Training World Models with Reinforcement Learning
by: Wu, Jialong, et al.
Published: (2025)

Statistical Parsing for Logical Information Retrieval
by: Coppola, Greg
Published: (2026)

Pretext Training Algorithms for Event Sequence Data
by: Wang, Yimu, et al.
Published: (2024)

Long-distance Geomagnetic Navigation in GNSS-denied Environments with Deep Reinforcement Learning
by: Bai, Wenqi, et al.
Published: (2024)

Deep Reinforcement Learning-based Obstacle Avoidance for Robot Movement in Warehouse Environments
by: Li, Keqin, et al.
Published: (2024)

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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