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Constraint-based relational verification
In recent years they have been numerous works that aim to automate relational verification.
Meanwhile, although Constrained Horn Clauses (CHCs CHCs) empower a wide range of …
Meanwhile, although Constrained Horn Clauses (CHCs CHCs) empower a wide range of …
Trace-guided inductive synthesis of recursive functional programs
We propose a novel trace-guided approach to tackle the challenges of ambiguity and
generalization in synthesis of recursive functional programs from input-output examples. Our …
generalization in synthesis of recursive functional programs from input-output examples. Our …
[HTML][HTML] A machine learning approach to determine airport asphalt concrete layer moduli using heavy weight deflectometer data
An integrated approach based on machine learning and data augmentation techniques has
been developed in order to predict the stiffness modulus of the asphalt concrete layer of an …
been developed in order to predict the stiffness modulus of the asphalt concrete layer of an …
Interpretable program synthesis
Program synthesis, which generates programs based on user-provided specifications, can
be obscure and brittle: users have few ways to understand and recover from synthesis …
be obscure and brittle: users have few ways to understand and recover from synthesis …
Perfect is the enemy of good: Best-effort program synthesis
Program synthesis promises to help software developers with everyday tasks by generating
code snippets automatically from input-output examples and other high-level specifications …
code snippets automatically from input-output examples and other high-level specifications …
SQLucid: Grounding Natural Language Database Queries with Interactive Explanations
Though recent advances in machine learning have led to significant improvements in
natural language interfaces for databases, the accuracy and reliability of these systems …
natural language interfaces for databases, the accuracy and reliability of these systems …
Multi-phase invariant synthesis
Loops with multiple phases are challenging to verify because they require disjunctive
invariants. Invariants could also have the form of implication between a precondition for the …
invariants. Invariants could also have the form of implication between a precondition for the …
Programming with a read-eval-synth loop
A frequent programming pattern for small tasks, especially expressions, is to repeatedly
evaluate the program on an input as its editing progresses. The Read-Eval-Print Loop …
evaluate the program on an input as its editing progresses. The Read-Eval-Print Loop …
Decision tree learning in CEGIS-based termination analysis
We present a novel decision tree-based synthesis algorithm of ranking functions for verifying
program termination. Our algorithm is integrated into the workflow of CounterExample …
program termination. Our algorithm is integrated into the workflow of CounterExample …
Grammar filtering for syntax-guided synthesis
Abstract Programming-by-example (PBE) is a synthesis paradigm that allows users to
generate functions by simply providing input-output examples. While a promising interaction …
generate functions by simply providing input-output examples. While a promising interaction …