Research at the intersection of machine learning, programming languages, and software
engineering has recently taken important steps in proposing learnable probabilistic models …

Frameworks and libraries offer reusable and customizable functionality through Application
Programming Interfaces (APIs). Correctly using large and sophisticated APIs can represent a …

Natural languages like English are rich, complex, and powerful. The highly creative and
graceful use of languages like English and Tamil, by masters like Shakespeare and …

To improve software productivity, when constructing new software systems, programmers
often reuse existing libraries or frameworks by invoking methods provided in their APIs …

The interplay of multiple objects in object-oriented programming often follows specific
protocols, for example certain orders of method calls and/or control structure constraints …

Temporal properties are useful for describing and reasoning about software behavior, but
developers rarely write down temporal specifications of their systems. Prior work on inferring …

Considerable amounts of data, including process events, are collected and stored by
organisations nowadays. Discovering a process model from such event data and verification …

Reusing existing library components is essential for reducing the cost of software
development and maintenance. When library components evolve to accommodate new …

Code completion helps improve developers' programming productivity. However, the current
support for code completion is limited to context-free code templates or a single method call …

Statistical language models have successfully been used to describe and analyze natural
language documents. Recent work applying language models to programming languages is …