Publications

Below you can find a list of my publications, ordered chronologically

2018

Constrained Graph Variational Autoencoders for Molecule Design.
Q. Liu, M. Allamanis, M. Brockschmidt, A. L. Gaunt. 2018.
Deep Learning Type Inference.
V. Hellendoorn, C. Bird, E. T. Barr, M. Allamanis. FSE 2018.
Generative Code Modeling with Graphs.
M. Brockschmidt, M. Allamanis, A. L. Gaunt, O. Polozov. 2018.
Learning to Represent Programs with Graphs.
M. Allamanis, M. Brockscmidt, M. Khademi. ICLR 2018.
Mining Semantic Loop Idioms from Big Code.
M. Allamanis, E. T. Barr, C. Bird, M. Marron, C. Sutton. IEEE Transactions in Software Engineering 2018.
RefiNym: Using Names to Refine Types.
S. Dash, M. Allamanis, E. T. Barr. FSE 2018.
A Survey of Machine Learning for Big Code and Naturalness.
M. Allamanis, E. T. Barr, P. Devanbu, C. Sutton. ACM Computing Surveys 2018.

2017

Autofolding for Source Code Summarization.
J. Fowkes, P. Chanthirasegaran, R. Ranca, M. Allamanis, M. Lapata, C. Sutton. IEEE Transactions on Software Engineering 2017.
Learning Natural Coding Conventions.
M. Allamanis. PhD Dissertation 2017.
Learning Continuous Semantic Representations of Symbolic Expressions.
M. Allamanis, P. Chanthirasegaran, P. Kohli, C. Sutton. ICML 2017.
SmartPaste: Learning to Adapt Source Code.
M. Allamanis, M. Brockscmidt. 2017.

2016

A Convolutional Attention Network for Extreme Summarization of Source Code.
M. Allamanis, H. Peng, C. Sutton. ICML 2016.

2015

A Bimodal Modelling of Source Code and Natural Language.
M. Allamanis, D. Tarlow, A. D. Gordon, Y. Wei. ICML 2015.
Suggesting Accurate Method and Class Names.
M. Allamanis, E. T. Barr, C. Bird, C. Sutton. FSE 2015.

2014

Learning Natural Coding Conventions.
M. Allamanis, E. T. Barr, C. Bird, C. Sutton. FSE 2014.
Mining Idioms from Source Code.
M. Allamanis, C. Sutton. FSE 2014.

2013

Mining Source Code Repositories at Massive Scale Using Language Modeling .
M. Allamanis, C. Sutton. MSR 2013.
Why, When, and What: Analyzing Stack Overflow Questions by Topic, Type, and Code.
M. Allamanis, C. Sutton. MSR 2013.

2012

Evolution of a Location-based Online Social Network: Analysis and Models.
M. Allamanis, S. Scellato, C. Mascolo. IMC 2012.