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Bibliographic Details
Main Authors:	Brady, Nolan, Yeh, Tom
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	https://arxiv.org/abs/2602.19298
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CAE: Repurposing the Critic as an Explorer in Deep Reinforcement Learning
by: Li, Yexin
Published: (2025)

ALPACA -- Adaptive Learning Pipeline for Comprehensive AI
by: Torka, Simon, et al.
Published: (2024)

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

RareAgent: Self-Evolving Reasoning for Drug Repurposing in Rare Diseases
by: Qin, Lang, et al.
Published: (2025)

Temporal Subtyping of Alzheimer's Disease Using Medical Conditions Preceding Alzheimer's Disease Onset in Electronic Health Records
by: He, Zhe, et al.
Published: (2022)

DTR-Bench: An in silico Environment and Benchmark Platform for Reinforcement Learning Based Dynamic Treatment Regime
by: Luo, Zhiyao, et al.
Published: (2024)

From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing
by: Xiang, Chengrui, et al.
Published: (2025)

Training Environment for High Performance Reinforcement Learning
by: Search, Greg
Published: (2025)

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

EduGym: An Environment and Notebook Suite for Reinforcement Learning Education
by: Moerland, Thomas M., et al.
Published: (2023)

Springdrift: An Auditable Persistent Runtime for LLM Agents with Case-Based Memory, Normative Safety, and Ambient Self-Perception
by: Brady, Seamus
Published: (2026)

Rewarding Explainability in Drug Repurposing with Knowledge Graphs
by: Nunes, Susana, et al.
Published: (2025)

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

Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning
by: Rui, Shaohao, et al.
Published: (2025)

Accelerating Complex Disease Treatment through Network Medicine and GenAI: A Case Study on Drug Repurposing for Breast Cancer
by: Hamed, Ahmed Abdeen, et al.
Published: (2024)

DriftScript: A Domain-Specific Language for Programming Non-Axiomatic Reasoning Agents
by: Brady, Seamus
Published: (2026)

Repurposing and Evaluating the (In)Feasibility of Dataset Poisoning enabled Watermarking for Contrastive Learning
by: Dai, Zhiyang, et al.
Published: (2026)

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)

Distributionally Robust Cooperative Multi-Agent Reinforcement Learning via Robust Value Factorization
by: Qu, Chengrui, et al.
Published: (2026)

Learning to Optimize for Reinforcement Learning
by: Lan, Qingfeng, et al.
Published: (2023)

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

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

RadHiera: Semantic Hierarchical Reinforcement Learning for Medical Report Generation
by: Du, Bodong, et al.
Published: (2025)

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

Benchmark Success, Clinical Failure: When Reinforcement Learning Optimizes for Benchmarks, Not Patients
by: Berger, Armin, et al.
Published: (2025)

Zero-Shot Reinforcement Learning Under Partial Observability
by: Jeen, Scott, et al.
Published: (2025)

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

Shared-unique Features and Task-aware Prioritized Sampling on Multi-task Reinforcement Learning
by: Lin, Po-Shao, et al.
Published: (2024)

A Diffusion-Based Method for Learning the Multi-Outcome Distribution of Medical Treatments
by: Ma, Yuchen, et al.
Published: (2025)

Repurformer: Transformers for Repurposing-Aware Molecule Generation
by: Lee, Changhun, et al.
Published: (2024)

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

LearnAD: Learning Interpretable Rules for Brain Networks in Alzheimer's Disease Classification
by: Andrews, Thomas, et al.
Published: (2025)

Zero-Shot Reinforcement Learning from Low Quality Data
by: Jeen, Scott, et al.
Published: (2023)

Deep Reinforcement Learning-based Cell DTX/DRX Configuration for Network Energy Saving
by: Mao, Wei, et al.
Published: (2025)

A Meta-Learning Approach for Multi-Objective Reinforcement Learning in Sustainable Home Environments
by: Lu, Junlin, et al.
Published: (2024)

Multi-modal Imputation for Alzheimer's Disease Classification
by: Shaji, Abhijith, et al.
Published: (2026)

Position: Introspective Experience from Conversational Environments as a Path to Better Learning
by: Musat, Claudiu Cristian, et al.
Published: (2026)

Treatment Stitching with Schrödinger Bridge for Enhancing Offline Reinforcement Learning in Adaptive Treatment Strategies
by: Shin, Dong-Hee, 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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