SNG
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Related Articles from SNS
Symbolic Neural Generation with Applications to Lead Discovery in Drug Design
arXiv:2510.23379v2 Announce Type: replace Abstract: We investigate a relatively under-explored class of hybrid neurosymbolic models that integrate symbolic learning with neural reasoning to construct data generators meeting formal correctness criteria. In Symbolic Neural Generators (SNGs), symbolic learners examine logical specifications of feasible data from a small set of instances -- sometimes just one. Each specification in turn constrains the conditional information supplied to a...
Silurus/ooxml: Pixel-faithful Office documents, rendered in the browser
This entire codebase — Rust parsers, TypeScript renderers, tests, and tooling — was implemented by Claude (Anthropic's AI assistant) through iterative prompting. No human-written application code exists in this repository. A browser-based viewer for Office Open XML documents that renders to an HTML Canvas element.