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 401–423 of 423 papers

TitleStatusHype
Neural-Guided Program Synthesis of Information Extraction Rules Using Self-Supervision—0
Neural Program Planner for Structured Predictions—0
Neural Program Search: Solving Data Processing Tasks from Description and Examples—0
Neural Program Search: Solving Programming Tasks from Description and Examples—0
Neural Program Synthesis By Self-Learning—0
Neural Program Synthesis with a Differentiable Fixer—0
Neural Program Synthesis with Query—0
Neurosymbolic Deep Generative Models for Sequence Data with Relational Constraints—0
Neuro-Symbolic Program Synthesis—0
Novel positional encodings to enable tree-structured transformers—0
One-shot Information Extraction from Document Images using Neuro-Deductive Program Synthesis—0
Online Prompt Selection for Program Synthesis—0
Open-Universe Indoor Scene Generation using LLM Program Synthesis and Uncurated Object Databases—0
Optimal Neural Program Synthesis from Multimodal Specifications—0
Program Synthesis Over Noisy Data with Guarantees—0
Optimal Sizing of Stand-alone Solar PV Systems via Automated Formal Synthesis—0
Origami: (un)folding the abstraction of recursion schemes for program synthesis—0
Parallel Constraint-Driven Inductive Logic Programming—0
PhilHumans: Benchmarking Machine Learning for Personal Health—0
PLANS: Neuro-Symbolic Program Learning from Videos—0
Population Diversity Leads to Short Running Times of Lexicase Selection—0
Process Discovery for Structured Program Synthesis—0
Programming by Example and Text-to-Code Translation for Conversational Code Generation—0
Show:102550
← PrevPage 17 of 17Next →
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