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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 231240 of 423 papers

TitleStatusHype
Unveiling Code Pre-Trained Models: Investigating Syntax and Semantics Capacities0
Genetic Algorithm for Program Synthesis0
Programming by Example and Text-to-Code Translation for Conversational Code Generation0
NESTER: An Adaptive Neurosymbolic Method for Causal Effect Estimation0
Synthesizing Programs with Continuous Optimization0
Generating Sequences by Learning to Self-Correct0
Neural-Guided Program Synthesis of Information Extraction Rules Using Self-Supervision0
Toward Trustworthy Neural Program Synthesis0
Knowledge-Driven Program Synthesis via Adaptive Replacement Mutation and Auto-constructed Subprogram ArchivesCode0
Limits of an AI program for solving college math problems0
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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