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 401410 of 423 papers

TitleStatusHype
Robot Action Selection Learning via Layered Dimension Informed Program SynthesisCode0
Novel positional encodings to enable tree-based transformersCode0
Enhancing Code Generation via Bidirectional Comment-Level Mutual GroundingCode0
ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC)Code0
Sample-efficient Linguistic Generalizations through Program Synthesis: Experiments with Phonology ProblemsCode0
Knowledge Refactoring for Inductive Program SynthesisCode0
Knowledge-Driven Robot Program Synthesis from Human VR DemonstrationsCode0
Synthesize, Execute and Debug: Learning to Repair for Neural Program SynthesisCode0
Synthesizing Action Sequences for Modifying Model DecisionsCode0
Synthesizing explainable counterfactual policies for algorithmic recourse with program synthesisCode0
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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