Deeppsl: End-to-end perception and reasoning

[PDF] arxiv.org

Convex and Bilevel Optimization for Neuro-Symbolic Inference and Learning

C Dickens, C Gao, C Pryor, S Wright… - arXiv preprint arXiv …, 2024 - arxiv.org
We address a key challenge for neuro-symbolic (NeSy) systems by leveraging convex and
bilevel optimization techniques to develop a general gradient-based framework for end-to …
被引用次数：6 相关文章 所有 4 个版本

Embed2rule scalable neuro-symbolic learning via latent space weak-labelling

Y Aspis, M Albinhassan, J Lobo, A Russo - International Conference on …, 2024 - Springer
Neuro-symbolic approaches have garnered much interest recently as a path toward
endowing neural systems with robust reasoning capabilities. Most proposed end-to-end …
相关文章 所有 2 个版本
[PDF] arxiv.org

LogicMP: A Neuro-symbolic Approach for Encoding First-order Logic Constraints

W Xu, J Wang, L Xie, J He, H Zhou, T Wang… - arXiv preprint arXiv …, 2023 - arxiv.org
Integrating first-order logic constraints (FOLCs) with neural networks is a crucial but
challenging problem since it involves modeling intricate correlations to satisfy the …
相关文章 所有 4 个版本