{"slug": "human-centric-reflective-architecture-for-human-ai-collaborative-decision-making", "title": "Human-Centric Reflective Architecture for Human-AI Collaborative Decision-Making", "summary": "Researchers introduced the Human-Centric Reflective Architecture (HCRA), a framework for human-AI collaborative decision-making that models the task as a stochastic game and integrates human-calibrated models with reinforcement learning agents using linguistic feedback. Evaluation showed HCRA improves decision-making effectiveness and recommendation quality.", "body_md": "arXiv:2607.03025v1 Announce Type: new\nAbstract: The use of Large Language Models (LLMs) across diverse areas of human activity-ranging from everyday tasks to safety-critical applications-aims to enhance decision-making effectiveness with minimal human feedback. Concurrently, it seeks to align decisions with human expectations, preferences, and needs while mitigating risks associated with AI non-determinism. However, humans frequently over- or under-rely on AI recommendations, and current AI systems remain poorly calibrated to human expectations. To address these challenges, we introduce a human-AI collaborative decision-making framework designed to augment human capabilities and align AI agents with human preferences and expectations. Specifically, this paper (a) formulates the collaborative decision-making task as a stochastic game between an AI agent and a human player, and (b) proposes the Human-Centric Reflective Architecture (HCRA), which integrates human-calibrated models with reinforcement learning agents that leverage linguistic feedback in an iterative, reflective process. Evaluation results demonstrate that HCRA enhances decision-making effectiveness and delivers high-quality recommendations.", "url": "https://wpnews.pro/news/human-centric-reflective-architecture-for-human-ai-collaborative-decision-making", "canonical_source": "https://arxiv.org/abs/2607.03025", "published_at": "2026-07-07 04:00:00+00:00", "updated_at": "2026-07-07 04:04:08.655343+00:00", "lang": "en", "topics": ["artificial-intelligence", "large-language-models", "ai-agents", "ai-safety", "ai-research"], "entities": ["HCRA", "Large Language Models", "LLMs"], "alternates": {"html": "https://wpnews.pro/news/human-centric-reflective-architecture-for-human-ai-collaborative-decision-making", "markdown": "https://wpnews.pro/news/human-centric-reflective-architecture-for-human-ai-collaborative-decision-making.md", "text": "https://wpnews.pro/news/human-centric-reflective-architecture-for-human-ai-collaborative-decision-making.txt", "jsonld": "https://wpnews.pro/news/human-centric-reflective-architecture-for-human-ai-collaborative-decision-making.jsonld"}}