Survey mapping RL techniques onto LLM training and highlighting gaps in value-based, off-policy, and bootstrapping methods.
arXiv preprint arXiv:2507.13158 (2025) 50 Elias Malomgré and Pieter Simoens
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The Alignment Flywheel is a governance-centric hybrid MAS architecture that decouples decision generation from safety governance using a Proposer, Safety Oracle, runtime enforcement, and auditing governance layer for architecture-agnostic safety.
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Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning
Survey mapping RL techniques onto LLM training and highlighting gaps in value-based, off-policy, and bootstrapping methods.
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The Alignment Flywheel: A Governance-Centric Hybrid MAS for Architecture-Agnostic Safety
The Alignment Flywheel is a governance-centric hybrid MAS architecture that decouples decision generation from safety governance using a Proposer, Safety Oracle, runtime enforcement, and auditing governance layer for architecture-agnostic safety.