information extraction 1knowledge graphs 1multidisciplinary schemas 1scientific process modeling 1semantic publishing 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.DL2026
SciSchema.org: A Multidisciplinary Collection of Schemas for Structured Scientific Process Descriptions
Jennifer D'Souza, Sameer Sadruddin, Anisa Rula +23
The paper introduces SciSchema.org, a multidisciplinary collection of 16 expert‑annotated schemas for describing scientific processes in a structured way, created using a human‑in‑…
stat.ML2026
When Marginals Match but Structure Fails: Covariance Fidelity in Generative Models
Nazia Riasat
Generative models are increasingly deployed as substitutes for real data in downstream scientific workflows, yet standard evaluation criteria remain focused on marginal distributio…
cs.LG2026
When Stability Fails: Hidden Failure Modes Of LLMS in Data-Constrained Scientific Decision-Making
Nazia Riasat
Large language models (LLMs) are increasingly used as decision-support tools in data-constrained scientific workflows, where correctness and validity are critical. However, evaluat…