AWhat changed
Compiled typed NumPy-like symbolic graphs through canonicalization, numerical-stability rewrites, specialization and CPU/GPU code generation, with symbolic differentiation; a later community report documents development.
Scientific scope
Compiled typed NumPy-like symbolic graphs through canonicalization, numerical-stability rewrites, specialization and CPU/GPU code generation, with symbolic differentiation; a later community report documents development. Original2010nine-author paper and2016collective-plus112named report retained as distinct source-specific sets, not112original2010authors. Inherits symbolic algebra, graph rewriting and native compilation. Performance can be slower for tiny inputs and differs by operator/hardware. This is general mathematical computing, not new discoveries in application domains. Reported performance has not been independently rerun by WRS.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Original2010nine-author paper and2016collective-plus112named report retained as distinct source-specific sets, not112original2010authors. Inherits symbolic algebra, graph rewriting and native compilation. Performance can be slower for tiny inputs and differs by operator/hardware. This is general mathematical computing, not new discoveries in application domains. Reported performance has not been independently rerun by WRS.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- Theano: A CPU and GPU Math Compiler in Python
- Theano: A Python framework for fast computation of mathematical expressions
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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