432 citations · 2.3k across the 29 of their papers we have counts for
3 papers · 1 filter
Learning to Complete Code with Sketches
Daya Guo, Alexey Svyatkovskiy, Jian Yin +3
Code completion is usually cast as a language modelling problem, i.e., continuing an input in a left-to-right fashion. However, in practice, some parts of the completion (e.g., str…
Self-Supervised Bug Detection and Repair
Miltiadis Allamanis, Henry Jackson-Flux, Marc Brockschmidt
Machine learning-based program analyses have recently shown the promise of integrating formal and probabilistic reasoning towards aiding software development. However, in the absen…
Learning to Extend Molecular Scaffolds with Structural Motifs
Krzysztof Maziarz, Henry Jackson-Flux, Pashmina Cameron +5
Recent advancements in deep learning-based modeling of molecules promise to accelerate in silico drug discovery. A plethora of generative models is available, building molecules ei…