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Maximum Entropy Reinforcement Learning with Diffusion Policy
International Conference on Machine LearningThe Soft Actor-Critic (SAC) algorithm with a Gaussian policy has become a mainstream implementation for realizing the Maximum Entropy Reinforcement Learning (MaxEnt RL) objective, which incorporates entropy maximization to encourage exploration and ...
Xiao-Yi Dong +2 more
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Fine-Tuning Discrete Diffusion Models with Policy Gradient Methods
Neural Information Processing SystemsDiscrete diffusion models have recently gained significant attention due to their ability to process complex discrete structures for language modeling. However, fine-tuning these models with policy gradient methods, as is commonly done in Reinforcement ...
Oussama Zekri, Nicolas Boulle
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Policy-Transfer und Policy-Diffusion
2008Der vorliegende Beitrag vermittelt einen Uberblick uber Mechanismen, Bedingungsfaktoren und Ergebnisse dynamischer Prozesse der Entwicklung und Verbreitung von Politik. Zwischen dem Governance-Konzept und Fragestellungen der Policy-Diffusion und des Policy-Transfers bestehen drei wesentliche Gemeinsamkeiten: Beide Diskussionsstrange befassen sich mit ...
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Improving Reasoning for Diffusion Language Models via Group Diffusion Policy Optimization
arXiv.orgDiffusion language models (DLMs) enable parallel, order-agnostic generation with iterative refinement, offering a flexible alternative to autoregressive large language models (LLMs).
Kevin Rojas +6 more
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Climate Policy in the EU: International Regimes and Policy Diffusion
2007Climate Policy in the EU: International Regimes and Policy Diffusion.
Oberthur, Sebastian, Dennis, Tänzler
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Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization
Neural Information Processing SystemsDiffusion models have garnered widespread attention in Reinforcement Learning (RL) for their powerful expressiveness and multimodality. It has been verified that utilizing diffusion policies can significantly improve the performance of RL algorithms in ...
Shu-Tong Ding +7 more
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AN INTEGRATED APPROACH TO POLICY TRANSER AND DIFFUSION
Review of Policy Research, 2002ABSTRACTThis article reviews the existing literature on policy transfer and diffusion and offers a more integrated theory for examining the spreading of policy. Typical studies have treated each as separate, yet they are similar in many respects. For example, both involve many of the same agents and processes involved in the spreading of policy.
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Policy diffusion in a simple Stackelberg game [PDF]
, 2010 Strategic environmental policy games are usually based on simultaneous decision making and reach the conclusion that the policy choices are strategic substitutes. Empirical evidence, however, shows that the introduction of a regulatory instrument usually follows a consecutive pattern that is best described as policy diffusion.
Peter Michaelis, Thomas Ziesemer
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