Bias reformulation for one-shot function induction

National Science Foundation (U.S.) (STC Center for Brains, Minds and Machines Award CCF-1231216)

[1]  Sebastian Thrun,et al.  Learning To Learn: Introduction , 1996 .

[2]  Butler W. Lampson,et al.  A Machine Learning Framework for Programming by Example , 2013, ICML.

[3]  R. Mike Cameron-Jones,et al.  FOIL: A Midterm Report , 1993, ECML.

[4]  Butler W. Lampson,et al.  A colorful approach to text processing by example , 2013, UIST.

[5]  Sumit Gulwani,et al.  Learning Semantic String Transformations from Examples , 2012, Proc. VLDB Endow..

[6]  Sumit Gulwani,et al.  Example-based learning in computer-aided STEM education , 2014, CACM.

[7]  GulwaniSumit.  Automating string processing in spreadsheets using input-output examples , 2011 .

[8]  Hal Daumé,et al.  Bayesian Multitask Learning with Latent Hierarchies , 2009, UAI.

[9]  Sumit Gulwani,et al.  Automating string processing in spreadsheets using input-output examples , 2011, POPL '11.

[10]  Sebastian Thrun,et al.  Learning to Learn: Introduction and Overview , 1998, Learning to Learn.

[11]  Stephen Muggleton,et al.  Meta-interpretive learning of higher-order dyadic datalog: predicate invention revisited , 2013, Machine Learning.

[12]  Michael I. Jordan,et al.  Learning Programs: A Hierarchical Bayesian Approach , 2010, ICML.

[13]  Ricardo Vilalta,et al.  A Perspective View and Survey of Meta-Learning , 2002, Artificial Intelligence Review.

[14]  Henry Lieberman,et al.  Watch what I do: programming by demonstration , 1993 .

[15]  Shai Ben-David,et al.  Exploiting Task Relatedness for Mulitple Task Learning , 2003, COLT.

[16]  Sumit Gulwani,et al.  Spreadsheet data manipulation using examples , 2012, CACM.

[17]  Lawrence Carin,et al.  Multi-Task Learning for Classification with Dirichlet Process Priors , 2007, J. Mach. Learn. Res..

[18]  Tessa Lau,et al.  Why PBD systems fail: Lessons learned for usable AI , 2008 .

[19]  Stephen Muggleton,et al.  Meta-interpretive learning: application to grammatical inference , 2013, Machine Learning.

[20]  Thomas G. Dietterich,et al.  To transfer or not to transfer , 2005, NIPS 2005.

[21]  Jonathan Baxter,et al.  A Model of Inductive Bias Learning , 2000, J. Artif. Intell. Res..

[22]  Joshua B. Tenenbaum,et al.  Bootstrap Learning via Modular Concept Discovery , 2013, IJCAI.

[23]  Tessa A. Lau,et al.  Programming by demonstration: an inductive learning formulation , 1998, IUI '99.