arXiv Open Access 2018

Planning with Arithmetic and Geometric Attributes

David Folqué Sainbayar Sukhbaatar Arthur Szlam Joan Bruna

Lihat Sumber

Abstrak

A desirable property of an intelligent agent is its ability to understand its environment to quickly generalize to novel tasks and compose simpler tasks into more complex ones. If the environment has geometric or arithmetic structure, the agent should exploit these for faster generalization. Building on recent work that augments the environment with user-specified attributes, we show that further equipping these attributes with the appropriate geometric and arithmetic structure brings substantial gains in sample complexity.

Topik & Kata Kunci

cs.AI

Penulis (4)

David Folqué

Sainbayar Sukhbaatar

Arthur Szlam

Joan Bruna

Format Sitasi

APA MLA BibTeX

Folqué, D., Sukhbaatar, S., Szlam, A., Bruna, J. (2018). Planning with Arithmetic and Geometric Attributes. https://arxiv.org/abs/1809.02031

Akses Cepat

Lihat di Sumber

Informasi Jurnal

Tahun Terbit: 2018
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓