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reinforcement learning

2,078 papers

#reinforcement learning Open access Sep 2026

cvar-sf-repro: reproduction package for "A CVaR Safety Floor for Offline Reinforcement Learning under Unobserved Confounding: Duality and a Finite-Sample Validity Regime"

Reproduction package for the WAIMLAp 2026 paper A CVaR Safety Floor for Offline Reinforcement Learning under Unobserved Confounding: Duality and a Finite-Sample Validity Regime. It ships the confounded medical benchmark and its offline-data generator, the agents (CVaR-TRPO with the Safety-Floor acceptance gate, a CQL-s...

Jordan King Rodriguez Mallqui, Helder Rojas · 0 citations
#reinforcement learning Open access Sep 2026

Corporate AI Training Program Template

A template for corporate AI training with role groups, learning objectives, governance practice, session design and post-training reinforcement.

AI Consultant Research Desk · 0 citations

Hierarchical attention-based graph deep reinforcement learning for scheduling single-armed cluster tools with multiple types of wafers

The State Extraction Graph (SEG) is proposed, which provides a significantly more concise structural representation than Petri nets for modeling multi-wafer fabrication processes and a Graph Deep Reinforcement Learning (G-DRL) method for scheduling cluster tools.

Bi-Feng Zhu, Bin Li, Jing-Hui Zhong · 0 citations
#reinforcement learning Open access Sep 2026

Project TALOS: Tactical Agentic Literature Orchestration System

Project TALOS is an autonomous research intelligence platform powered by deep reinforcement learning (DDDQN), multi-tier LLM orchestration, and the Grey Wolf Optimizer (GWO). It conducts end-to-end scientific literature discovery and evaluation across 16 academic APIs.

Christos Smarlamakis, Efstratios Georgopoulos · 0 citations
#reinforcement learning Open access Sep 2026

Invited: EDA-env: A Reinforcement Learning Environment for RTL-to-GDS Design with Independent Scoring

Artifacts accompanying the paper “Invited: EDA-env: A Reinforcement Learning Environment for RTL-to-GDS Design with Independent Scoring.” See the included README for contents and reproduction instructions.

Amur Ghose, Andrew B. Kahng, Yugesh Kothari et al. · 0 citations
#reinforcement learning Open access Sep 2026

Longévité OS : Compendium libre des biomarqueurs du vieillissement et des protocoles d'intervention open source

Abstract EN This document, produced with the assistance of ChatGPT o3 and ChatGPT 5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes EPC Art. 54(2) (European Patent Convention), Fr...

Pillet Xavier · 0 citations
#reinforcement learning Open access Sep 2026

Invited: EDA-env: A Reinforcement Learning Environment for RTL-to-GDS Design with Independent Scoring

Artifacts accompanying the paper “Invited: EDA-env: A Reinforcement Learning Environment for RTL-to-GDS Design with Independent Scoring.” See the included README for contents and reproduction instructions.

Amur Ghose, Andrew B. Kahng, Yugesh Kothari et al. · 0 citations
#reinforcement learning Open access Sep 2026

Monte Carlo-driven reinforcement learning for smart manufacturing systems

Developing a smart control system capable of accounting for the dynamics of industrial equipment state changes and promptly detecting features of developing failures is currently a pressing issue. The goal of this study is to develop an intelligent technology for industrial equipment state diagnostics based on a modifi...

G. Samigulina, Z. Samigulina, B. Dyussenkulova et al. · 0 citations
#reinforcement learning Open access Sep 2026

Feuille de Route IA pour la Prévention, le Traitement et l'Éradication des Maladies Prioritaires

Abstract ENThis document, produced with the assistance of ChatGPT o3 and GPT-5 Thinking, is released under the Apache 2.0 licence. It is a voluntary defensive publication (prior art) and therefore enters the prior art upon release under the applicable patent statutes (art. L 611-11 CPI / art. 54(2) CBE), 35 U.S.C. §102...

Xavier Pillet · 0 citations
#reinforcement learning Dataset Open access Sep 2026

Replication Package for "The State of RL4SE: A Task-Oriented Review of Research on Reinforcement Learning for Software Engineering"

This record contains the replication package for the survey “The State of RL4SE: A Task-Oriented Review of Research on Reinforcement Learning for Software Engineering.” The package supports the study-identification, screening, classification, and artifact-availability results reported in the survey. It contains: • cand...

Yujia Fan · 0 citations
#reinforcement learning Open access Sep 2026

Large Organismic Model: A Developmental Architecture for Embodied, Affective, and Self-Directed Artificial Intelligence

We propose the Large Organismic Model (LOM), a developmental architecture for artificial intelligence. Rather than reporting the performance of an implemented system, this position paper formulates a testable computational hypothesis that integrates ideas from biology, developmental neuroscience, reinforcement learning...

T Hajime, T Masaki · 0 citations

From tech blogs

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MIT News · Artificial Intelligence Oct 7, 2026

Discovering the value of humanistic inquiry

Students in MIT’s Concourse program delve deeply into the human condition, debate challenging questions, and learn to develop judgment about issues that can’t be quantified.

Microsoft Research Blog Oct 7, 2026

Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses

Training AI agents with reinforcement learning can be challenging because their tools, context, and decision-making are managed by complex frameworks. Agent Lightning connects existing agents to RL training, making it easier to improve them without rebuilding them. The post Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses appeared first on Microsoft Research.

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