[PDF][PDF] Learning as program induction

NR Bramley, E Schulz, F Xu… - Proceedings of the …, 2018 - escholarship.org
… to program induction so as to facilitate discussion and help this nascent but exciting research
area mature into a powerful and general theory of learning. … of program induction in human …

Human-level concept learning through probabilistic program induction

BM Lake, R Salakhutdinov, JB Tenenbaum - Science, 2015 - science.org
… Machine learning and computer vision researchers are beginning to explore methods …
program induction (36–41), and our results show that this approach can perform one-shot learning

Learning abstract structure for drawing by efficient motor program induction

L Tian, K Ellis, M Kryven… - Advances in Neural …, 2020 - proceedings.neurips.cc
… Figure 2: The Bayesian neurosymbolic program induction algorithm that underlies our
computational model, based on [23, 33]. Left (“overall model”): Each observed image In is …

Learning list concepts through program induction

J Rule, E Schulz, ST Piantadosi, JB Tenenbaum - BioRxiv, 2018 - biorxiv.org
… We modeled human concept learning as program induction. … program-induction-based
models. This shift is small, but showing that this approach can explain traditional concept learning

Testing by means of inductive program learning

F Bergadano, D Gunetti - ACM Transactions on Software Engineering …, 1996 - dl.acm.org
program induction procedure which has evolved from recent research in mnchine Iei]rnlng
and inductive … article was made possible by recent advances in inductive logic programming, …

Research on learning to teach: Implications for teacher induction and mentoring programs

L Huling-Austin - Journal of teacher education, 1992 - journals.sagepub.com
… teacher induction and research on learning to teach. Research on teacher induction has
focused on the difficulties of beginning teachers and on assistance and assessment programs

The connectionist inductive learning and logic programming system

AS Avila Garcez, G Zaverucha - Applied Intelligence, 1999 - Springer
… and purely symbolic inductive learning systems’ (see [1] and [18] for a comprehensive
description of symbolic inductive learning systems, including Inductive Logic Programming). …

Terpret: A probabilistic programming language for program induction

AL Gaunt, M Brockschmidt, R Singh… - arXiv preprint arXiv …, 2016 - arxiv.org
learning formulations of inductive programlearning approaches to the problem based on
neural networks and graphical models, and to understand the capabilities of machine learning

An introduction to inductive programming

P Flener, U Schmid - Artificial Intelligence Review, 2008 - Springer
… in functional as well as in logical program induction, namely search-based and analytical …
some classical machine learning terminology in the light of inductive programming. The input …

[PDF][PDF] Programming by demonstration: An inductive learning formulation

TA Lau, DS Weld - Proceedings of the 4th international conference on …, 1998 - dl.acm.org
… This work may be viewed as inductive learning with a very strong bias (the plan library). …
To test the power of our inductive logic programming framework, we show how it is able to learn