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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 281290 of 423 papers

TitleStatusHype
Solving the Families In the Wild Kinship Verification Challenge by Program Synthesis0
AutumnSynth: Synthesis of Reactive Programs with Structured Latent State0
AutoCoder: Leveraging Transformers for Automatic Code Synthesis0
Are Transformers All That Karel Needs?0
A Genetic Programming Approach To Zero-Shot Neural Architecture Ranking0
Adversarial Robustness of Program Synthesis Models0
Towards Physical, Imperceptible Adversarial Attacks via Adversarial Programs0
Learning logic programs through divide, constrain, and conquerCode0
Parallel Constraint-Driven Inductive Logic Programming0
Multi-modal Program Inference: a Marriage of Pre-trainedLanguage Models and Component-based 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