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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 391–400 of 423 papers

TitleStatusHype
Neural Program Synthesis from Diverse Demonstration VideosCode0
Program Synthesis Through Reinforcement Learning Guided Tree Search—0
Program Synthesis from Visual Specification—0
EgoCoder: Intelligent Program Synthesis with Hierarchical Sequential Neural Network Model—0
Leveraging Grammar and Reinforcement Learning for Neural Program Synthesis—0
Neural-Guided Deductive Search for Real-Time Program Synthesis from Examples—0
HOUDINI: Lifelong Learning as Program SynthesisCode0
Neural Program Search: Solving Programming Tasks from Description and Examples—0
Recent Advances in Neural Program SynthesisCode0
Neural Program Synthesis with Priority Queue TrainingCode0
Show:102550
← PrevPage 40 of 43Next →
All datasetsSPoC TestPSPoC TestWAlgoLisp

Benchmark Results

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