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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 301310 of 423 papers

TitleStatusHype
Demonstration of CORNET: A System For Learning Spreadsheet Formatting Rules By Example0
DeQompile: quantum circuit decompilation using genetic programming for explainable quantum architecture search0
Design2GarmentCode: Turning Design Concepts to Tangible Garments Through Program Synthesis0
Differentiable Synthesis of Program Architectures0
Diffusion On Syntax Trees For Program Synthesis0
Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems0
Bayesian Program Learning by Decompiling Amortized Knowledge0
Dreaming with ARC0
Dynamic Neural Program Embeddings for Program Repair0
EcoSearch: A Constant-Delay Best-First Search Algorithm for 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