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 151160 of 423 papers

TitleStatusHype
Program Machine Policy: Addressing Long-Horizon Tasks by Integrating Program Synthesis and State Machines0
AbstractBeam: Enhancing Bottom-Up Program Synthesis using Library Learning0
ImageEye: Batch Image Processing Using Program Synthesis0
COOL: Efficient and Reliable Chain-Oriented Objective Logic with Neural Networks Feedback Control for Program Synthesis0
Constraint-based Learning of Phonological Processes0
Automated Generation of Executable Cross-Language Background Knowledge0
Analogical proportions II0
Automated Decision-based Adversarial Attacks0
Compositional Generalization and Decomposition in Neural Program Synthesis0
Amortizing Pragmatic Program Synthesis with Rankings0
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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