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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 411420 of 423 papers

TitleStatusHype
One-shot Information Extraction from Document Images using Neuro-Deductive Program Synthesis0
Online Prompt Selection for Program Synthesis0
Open-Universe Indoor Scene Generation using LLM Program Synthesis and Uncurated Object Databases0
Optimal Neural Program Synthesis from Multimodal Specifications0
Program Synthesis Over Noisy Data with Guarantees0
Optimal Sizing of Stand-alone Solar PV Systems via Automated Formal Synthesis0
Origami: (un)folding the abstraction of recursion schemes for program synthesis0
Parallel Constraint-Driven Inductive Logic Programming0
PhilHumans: Benchmarking Machine Learning for Personal Health0
PLANS: Neuro-Symbolic Program Learning from Videos0
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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