https://terms-en.ai-term-hub.com/zh/tags/information-theory/Recent content in Information Theory on 中文AI术语词典Hugozh-cnSat, 18 Jul 2026 11:44:45 +0000https://terms-en.ai-term-hub.com/zh/terms/empowerment/Sat, 18 Jul 2026 11:16:12 +0000https://terms-en.ai-term-hub.com/zh/terms/empowerment/<h2 id="definition">Definition</h2> <p>在强化学习和人工智能中，赋能是一种内在动机指标，量化了智能体对其环境的控制程度。它被定义为智能体的动作与其未来状态之间的互信息，反映了智能体能够产生多少种不同的可预测结果。</p> <h3 id="summary">Summary</h3> <p>一种强化学习目标，衡量智能体通过其行为影响未来状态的能力。</p> <h2 id="key-concepts">Key Concepts</h2> <ul> <li>互信息</li> <li>内在动机</li> <li>控制论</li> <li>探索</li> </ul> <h2 id="use-cases">Use Cases</h2> <ul> <li>自主机器人探索</li> <li>程序化关卡生成</li> <li>开发通用人工智能代理</li> </ul> <h2 id="related-terms">Related Terms</h2> <ul> <li><a href="https://terms-en.ai-term-hub.com/en/terms/intrinsic-motivation-%E5%86%85%E5%9C%A8%E5%8A%A8%E6%9C%BA/">Intrinsic motivation (内在动机)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/information-bottleneck-%E4%BF%A1%E6%81%AF%E7%93%B6%E9%A2%88/">Information bottleneck (信息瓶颈)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/reinforcement-learning-%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0/">Reinforcement learning (强化学习)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/curiosity-driven-learning-%E5%A5%BD%E5%A5%87%E5%BF%83%E9%A9%B1%E5%8A%A8%E5%AD%A6%E4%B9%A0/">Curiosity-driven learning (好奇心驱动学习)</a></li> </ul>https://terms-en.ai-term-hub.com/zh/terms/algorithmic_probability/Sat, 18 Jul 2026 11:04:49 +0000https://terms-en.ai-term-hub.com/zh/terms/algorithmic_probability/<h2 id="definition">Definition</h2> <p>算法概率根植于柯尔莫哥洛夫复杂性和所罗门诺夫归纳法，它为由较短程序生成的输出分配更高的概率。它假设更简单的解释更有可能为真。</p> <h3 id="summary">Summary</h3> <p>一种理论度量，用于评估随机程序生成特定输出字符串的可能性。</p> <h2 id="key-concepts">Key Concepts</h2> <ul> <li>柯尔莫哥洛夫复杂度</li> <li>所罗门诺夫归纳法</li> <li>奥卡姆剃刀</li> <li>通用先验</li> </ul> <h2 id="use-cases">Use Cases</h2> <ul> <li>AI的理论基础</li> <li>数据压缩算法</li> <li>归纳推理模型</li> </ul> <h2 id="related-terms">Related Terms</h2> <ul> <li><a href="https://terms-en.ai-term-hub.com/en/terms/kolmogorov-complexity-%E6%9F%AF%E5%B0%94%E8%8E%AB%E5%93%A5%E6%B4%9B%E5%A4%AB%E5%A4%8D%E6%9D%82%E5%BA%A6/">Kolmogorov complexity (柯尔莫哥洛夫复杂度)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/bayesian-inference-%E8%B4%9D%E5%8F%B6%E6%96%AF%E6%8E%A8%E6%96%AD/">Bayesian inference (贝叶斯推断)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/minimum-description-length-%E6%9C%80%E5%B0%8F%E6%8F%8F%E8%BF%B0%E9%95%BF%E5%BA%A6/">Minimum description length (最小描述长度)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/universal-turing-machine-%E9%80%9A%E7%94%A8%E5%9B%BE%E7%81%B5%E6%9C%BA/">Universal Turing machine (通用图灵机)</a></li> </ul>