Paper Citation Record · LEDGER

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates

As of 15 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 4 inbound Pith citation observations for arXiv:2512.09060.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2512.09060 v2

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T23:07:26.033252Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:11:19.034832Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

10 of 10 outbound references displayed

verified exact7
verified fuzzy2
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b586fc1a-8ea6-47e4-ac45-86ce0319c7fc · outbound

This paper cites Analyzing Stochastic Computer Models: A Review with Opportunities.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates Analyzing Stochastic Computer Models: A Review with Opportunities

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:08:39.466154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6722f73d-345f-44d5-b0bb-cff23f86baea · outbound

This paper cites an unresolved cited work.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-05-16T23:13:40.425477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0ddef9dd-440a-44fc-8e09-5d74a8fb9096 · outbound

This paper cites RobustGaSP: Robust Gaussian Stochastic Process Emulation in R.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates RobustGaSP: Robust Gaussian Stochastic Process Emulation in R

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-16T23:08:39.472885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 49693b7e-5c9e-453e-94f9-f40c5ee72fb0 · outbound

This paper cites Hlobilov´ a, S.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates Hlobilov´ a, S

Reference 4

Resolution: verified exact; doi, observed 2026-05-16T23:08:38.898528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1965f992-2a4c-4878-b2bb-43cf9013632f · outbound

This paper cites URL https://doi.org/10.25583/1670467.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates URL https://doi.org/10.25583/1670467

Reference 5

Resolution: verified exact; doi, observed 2026-05-16T23:08:38.894855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 17d81b41-271b-4ede-8cd5-85bc8071995e · outbound

This paper cites Amazing Things Come From Having Many Good Models.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates Amazing Things Come From Having Many Good Models

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:08:39.476965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a5398a12-a8ca-45bc-b07f-31997882d227 · outbound

This paper cites Discovering Active Subspaces for High-Dimensional Computer Models.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates Discovering Active Subspaces for High-Dimensional Computer Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:08:39.469568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 297b81c3-0b3e-4ff8-8f94-e95ba3fe085e · outbound

This paper cites Nonstationary Gaussian Process Surrogates.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates Nonstationary Gaussian Process Surrogates

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:08:39.480014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f0e75dfd-f136-431b-9dd7-bc2a22fc7c2f · outbound

This paper cites Sudret, S.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates Sudret, S

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T23:13:40.427451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a8473e55-0d84-433a-aff1-211f311c0a8c · outbound

This paper cites Surjanovic and D.

All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates Surjanovic and D

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T23:13:40.423344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

Observation f848e6e6-3c4e-44e3-b3f0-5cfcd5bb20b6 · inbound

Gradient-enhancement and Gradient Predictions for Deep Gaussian Process Modeling of Expensive Computer Experiments cites this paper.

Gradient-enhancement and Gradient Predictions for Deep Gaussian Process Modeling of Expensive Computer Experiments All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T15:11:19.034832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 404ef333-6873-4736-8b11-81da48f79c43 · inbound

Profile Bayesian Optimization for Expensive Computer Experiments cites this paper.

Profile Bayesian Optimization for Expensive Computer Experiments All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T13:40:28.389509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a4a0772-a860-4bc7-a12b-56c22e58ee5d · inbound

GNet: A scalable and flexible Gaussian process network with nonparametric neurons cites this paper.

GNet: A scalable and flexible Gaussian process network with nonparametric neurons All Emulators are Wrong, Many are Useful, and Some are More Useful Than Others: A Reproducible Comparison of Computer Model Surrogates

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-14T09:38:11.946002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c05aa282-2c7b-40ee-8436-aa292bb778bb · inbound

GNet: A scalable and flexible Gaussian process network with nonparametric neurons cites this paper.

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T07:15:29.180454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.