https://terms-en.ai-term-hub.com/zh/tags/neurons/Recent content in Neurons 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/polysemanticity/Sat, 18 Jul 2026 11:30:05 +0000https://terms-en.ai-term-hub.com/zh/terms/polysemanticity/<h2 id="definition">Definition</h2> <p>多语义性是深度神经网络（特别是Transformer架构）中的一种特征，即单个神经元可能对几个不相关或语义不同的特征激活做出响应。</p> <h3 id="summary">Summary</h3> <p>神经网络中的单个神经元对多个不同概念产生响应的现象。</p> <h2 id="key-concepts">Key Concepts</h2> <ul> <li>神经元可解释性</li> <li>稀疏自编码器</li> <li>特征解耦</li> <li>Transformer架构</li> </ul> <h2 id="use-cases">Use Cases</h2> <ul> <li>机械可解释性研究</li> <li>调试模型行为</li> <li>提高模型的透明度和安全性</li> </ul> <h2 id="related-terms">Related Terms</h2> <ul> <li><a href="https://terms-en.ai-term-hub.com/en/terms/monosemanticity-%E5%8D%95%E8%AF%AD%E4%B9%89%E6%80%A7/">Monosemanticity (单语义性)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/interpretability-%E5%8F%AF%E8%A7%A3%E9%87%8A%E6%80%A7/">Interpretability (可解释性)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/sparse-coding-%E7%A8%80%E7%96%8F%E7%BC%96%E7%A0%81/">Sparse Coding (稀疏编码)</a></li> <li><a href="https://terms-en.ai-term-hub.com/en/terms/neural-probes-%E7%A5%9E%E7%BB%8F%E6%8E%A2%E9%92%88/">Neural Probes (神经探针)</a></li> </ul>