main webpage W Topic Epistemology arXiv (Cornell University) Inductive Program Synthesis over Noisy Datasets using Abstraction Refinement Based Optimization 2021 We present a new synthesis algorithm to solve program synthesis over noisy datasets, i.e., data that may contain incorrect/corrupted input-output examples. Our algorithm uses an abstraction refinement based optimization process to synthesize programs which op… Article Open Epistemology Open Article Page

Epistemology

Branch of philosophy concerning knowledge Epistemology ( ; from Ancient Greek __ ἐπιστήμη ( _epistḗmē ) 'knowledge', and -logy_ ) is the branch of philosophy concerned with knowledge. Epistemologists study the nature, origin, and scope of knowledge, epistemic justification, the rationality of belief, and various related issues. Critical Symbolic Virtual Narrative Open Epistemology Open Article Page

Exploring foci of: arXiv (Cornell University) Inductive Program Synthesis over Noisy Datasets using Abstraction Refinement Based Optimization 2021 We present a new synthesis algorithm to solve program synthesis over noisy datasets, i.e., data that may contain incorrect/corrupted input-output examples. Our algorithm uses an abstraction refinement based optimization process to synthesize programs which optimize the tradeoff between the loss over the noisy dataset and the complexity of the synthesized program. The algorithm uses abstractions to divide the search space of programs into subspaces by computing an abstract value that represents outputs for all prog… Open Article Page

Click Epistemology Vs: Benchmark (Surveying) Linear Subspace Computer Science Algorithm Mathematics Artificial Intelligence Geography Geodesy Archaeology Open Article Page

Click Epistemology Vs: History Geometry Philosophy Open Article Page

Explore Epistemology W Topic Epistemology arXiv (Cornell University) Inductive Program Synthesis over Noisy Datasets using Abstraction Refinement Based Optimization 2021 We present a new synthesis algorithm to solve program synthesis over noisy datasets, i.e., data that may contain incorrect/corrupted input-output examples. Our algorithm uses an abstraction refinement based optimization process to synthesize programs which op… Article Critical Symbolic Virtual Narrative Open Epistemology Open Article Page