SOTAVerified

Program Synthesis

Program synthesis is the process of automatically generating a program or code snippet that satisfies a given specification or set of requirements. This can include generating code from a formal specification, a natural language description, or example inputs and outputs. The primary goal of program synthesis is to minimize human intervention in the coding process, reduce errors, and improve productivity.

Program synthesis often involves the use of advanced algorithms, artificial intelligence, and machine learning techniques to search the space of possible programs that meet the given constraints. This process can be guided by a variety of techniques, such as constraint solving, symbolic execution, and genetic algorithms.

Papers

Showing 321330 of 423 papers

TitleStatusHype
BUSTLE: Bottom-Up Program Synthesis Through Learning-Guided Exploration0
Semi-supervised Learning From Demonstration Through Program Synthesis: An Inspection Robot Case Study0
Synthesize, Execute and Debug: Learning to Repair for Neural Program SynthesisCode0
SketchGraphs: A Large-Scale Dataset for Modeling Relational Geometry in Computer-Aided DesignCode1
Programming by Rewards0
Program Synthesis with Pragmatic Communication0
Learning Web-based Procedures by Reasoning over Explanations and Demonstrations in Context0
Information-theoretic User Interaction: Significant Inputs for Program Synthesis0
Neural Program Synthesis with a Differentiable Fixer0
IReEn: Reverse-Engineering of Black-Box Functions via Iterative Neural Program Synthesis0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DrRepairSuccess rate @budget 10038.5Unverified
2Multiclass localizerSuccess rate @budget 10034.2Unverified
#ModelMetricClaimedVerifiedStatus
1DrRepairSuccess rate @budget 10057Unverified
2Multiclass localizerSuccess rate @budget 10053.7Unverified
#ModelMetricClaimedVerifiedStatus
1CodeTrans-MT-TF-SmallAccuracy90.31Unverified