d’Avila Garcez AS, Lamb LC, Gabbay DM (2009) Neural-symbolic cognitive reasoning. Springer, Berlin-Heidelberg MATHGoogle Scholar d’Avila Garcez AS, Gori M, Lamb LC, Serafini L, Spranger M, Tran S (2019) Neural-symbolic computing: an effective methodology for principled integration of machin...
和基于神经符号(Neuro-Symbolic)的推理模型 [2, 4];前者受益于 Transformer 等的强大表征有着不错的性能,但是其依赖大量数据,且推理过程不透明且难以解释;而后者基于神经符号逐步进行推理,模型具有良好的解释性,但是精度受限;此外,现有方案都难以解决长期和反事实预测的难题。
作者调查了最近关于神经符号编程(neurosymbolic programming)的工作,这是一个连接深度学习(deep learning)和程序合成(program synthesis)的新兴领域。 就像在经典的机器学习中一样,其目标是从数据中学习函数(function)。然而,这些函数被表示为,使用符号基元(symbolic primitive)和神经模块( neural module)的程序(program),...
Neurosymbolic AI整合了传统的符号主义的推理和当前流行的神经网络,它可以怎么助力机器人学习和控制呢?#机器人#人工智能 实时图文 好多年没吃这个了,有没有不认识的 0 最新图文 玉树州富硒产品认证多少钱【150-1051-2104】富硒产品认证多少钱 我们坚持以消费者的需求为导向,以科学为依据,通过富硒产品认证为消费者...
Neurosymbolic AIMachine learningReasoningExplainable AIDeep learningTrustworthy AICognitive reasoningCurrent advances in Artificial Intelligence (AI) and Machine Learning have achieved unprecedented impact across research communities and industry. Nevertheless, concerns around trust, safety, interpretability and ...
The combination of AllegroGraph’s capabilities with Neuro-Symbolic AI has the potential to transform numerous industries. In healthcare, it can integrate and interpret vast datasets, from patient records to medical research, to support diagnosis and treatment decisions. In finance, it can analyze tr...
Integrating neural and symbolic AI architectures Neuro-symbolic AI can be characterized as a spectrum. Some AI approaches are purely symbolic. However, virtually all neural models consume symbols, work with them or output them. For example, a neural network for optical character recognition (OCR) ...
That’s what neurosymbolic artificial intelligence is all about. This technology combines the strengths of neural networks (the part of AI that’s good at spotting patterns) with symbolic reasoning (the part that uses logic and rules to figure things out). As a result, you get an AI ...
The goal of the growing discipline of neuro-symbolic artificial intelligence (AI) is to develop AI systems with more human-like reasoning capabilities by c
I was very excited to see this book come out and I picked it up as quickly as I could. There are very few books about neuro-symbolic AI and I was hoping that this could be a leader in the field that brings a new wave of AI developers and applications. After reading it, I'm a ...