Identifying invariants is an important program analysis task with applications towards
program understanding, bug finding, vulnerability analysis, and formal verification. Existing …

Most existing pre-trained language models for source code focus on learning the static code
text, typically augmented with static code structures (abstract syntax tree, dependency …

General purpose deep neural network architectures have made startling advances in
machine learning for code, advancing code completion, enabling natural language …