Paper Citation Record · LEDGER

Cooperative Design Optimization through Natural Language Interaction

As of 18 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2508.16077.

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

pith.paper-citation-record.v1
2508.16077 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:36:36.092276Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T00:12:45.735647Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

36 of 36 outbound references displayed

verified exact2
verified fuzzy1
unresolved25
parse uncertain0
malformed identifier3
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 28d33343-807c-4552-ab61-ffe7da9434b8 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:36:39.631365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eda1d37b-cb68-4d7f-90e7-955699be908a · outbound

This paper cites BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization.

Cooperative Design Optimization through Natural Language Interaction BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:32.450937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9840d1bb-4f2a-4ffc-aef0-d9e6bf1bf4ca · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 3

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T17:36:38.556471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3478d5a3-ec77-42ab-ab04-39ec128ae5dc · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:32.622667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f0a64c5-9fbc-419f-82c7-fee7d2f28c97 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:32.722274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06b0a9a6-2737-4405-94c7-87862f4ad1d3 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 6

Resolution: malformed identifier; doi_truncated, observed 2026-08-05T17:36:36.516217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 44bc61d0-70a1-4580-83ec-aa9af120c9da · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:36:39.442781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9c76496d-0683-44ac-9c86-e8e09a8bef9f · outbound

This paper cites Dudley, Jason T.

Cooperative Design Optimization through Natural Language Interaction Dudley, Jason T

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:33.020213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58ea7da4-62be-4b18-8753-fbdeebca04be · outbound

This paper cites A Tutorial on Bayesian Optimization.

Cooperative Design Optimization through Natural Language Interaction A Tutorial on Bayesian Optimization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:33.117796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6f6374e-152c-49c1-a724-f166be1e7c1e · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 10

Resolution: malformed identifier; no resolver link, observed 2026-08-05T17:36:33.179793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccd35411-1e34-4443-b6f3-c886eca6ecf5 · outbound

This paper cites Hart and Lowell E.

Cooperative Design Optimization through Natural Language Interaction Hart and Lowell E

Reference 11

Resolution: malformed identifier; no resolver link, observed 2026-08-05T17:36:33.240948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3beb66a4-260c-4bc6-9a9c-98bd8c71b582 · outbound

This paper cites ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling.

Cooperative Design Optimization through Natural Language Interaction ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:33.306381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efbbb1a8-637b-414a-b40a-753346699c74 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 13

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T17:36:37.987801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3ce0c4af-3102-49c4-9bb0-ed7504c1a0cf · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:36:39.335255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 64aa67ce-2f2b-4310-9ebd-be4ba5486a90 · outbound

This paper cites Khajah, Brett D.

Cooperative Design Optimization through Natural Language Interaction Khajah, Brett D

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:33.656321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2f38f9a-79c8-419c-b724-d1034d72f6c2 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:33.948890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e9d04b9-64cd-4181-a3ed-390efe72cd0d · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:34.142129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88475059-d7bf-4a26-9abd-ed13a7a23a01 · outbound

This paper cites I Want It That Way.

Cooperative Design Optimization through Natural Language Interaction I Want It That Way

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:34.252994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88266c7a-15e1-44eb-8a17-abe50a0fbab6 · outbound

This paper cites Large Language Models for Supply Chain Optimization.

Cooperative Design Optimization through Natural Language Interaction Large Language Models for Supply Chain Optimization

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:34.396698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1badc66e-50ff-46f0-ab81-5adbf5a7b36f · outbound

This paper cites Taylor, Hrvoje Benko, Tanya R.

Cooperative Design Optimization through Natural Language Interaction Taylor, Hrvoje Benko, Tanya R

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:34.495329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c069b188-e968-4793-be6c-48208b31d605 · outbound

This paper cites Dudley, George B.

Cooperative Design Optimization through Natural Language Interaction Dudley, George B

Reference 22

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T17:36:37.372284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0d4581d5-3816-42ee-8d95-fc5ba10535ae · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:34.784550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5973922-45c7-4e87-8257-6870b2bcd2b3 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:36:39.166814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2f65c991-430c-426b-aed0-870f9fa3f298 · outbound

This paper cites Sequential Large Language Model-Based Hyper-parameter Optimization.

Cooperative Design Optimization through Natural Language Interaction Sequential Large Language Model-Based Hyper-parameter Optimization

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:35.092079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7063177-553e-4909-824e-e05eb9fdfb72 · outbound

This paper cites Fly Away: Evaluating the Impact of Motion Fidelity on Optimized User Interface Design via Bayesian Optimization in Automated Urban Air Mobility Simulations.

Cooperative Design Optimization through Natural Language Interaction Fly Away: Evaluating the Impact of Motion Fidelity on Optimized User Interface Design via Bayesian Optimization in Automated Urban Air Mobility Simulations

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-05T17:36:37.164894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 527ec8ef-b8ad-4cb9-9b43-9722d3315be4 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:35.248521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 834751f9-7a0d-421a-afae-5f9231d2bcb8 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 28

Resolution: verified exact; doi, observed 2026-08-05T17:36:36.313233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a91cda6c-e51e-445a-a303-66d293c1b955 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:36:39.012616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ad0986f7-bd35-4d87-8af6-5ebc76fb9d3d · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:36:38.738414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 20097d78-6b58-4116-a856-03d8f863b752 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:35.691383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c669eaa-3f67-455c-9b09-798aa01d8af9 · outbound

This paper cites Adams, and Nando de Fre- itas.

Cooperative Design Optimization through Natural Language Interaction Adams, and Nando de Fre- itas

Reference 32

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T17:36:37.027161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 89fdcaea-8ba2-4d55-9f77-18a493d15030 · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:35.871647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac381c06-8928-454b-bb18-1144d843867c · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:35.949731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81aaf4e5-40e7-4a8b-9e70-12beefafd37f · outbound

This paper cites an unresolved cited work.

Cooperative Design Optimization through Natural Language Interaction Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T17:36:36.029383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9ef0a62-0157-4909-8a0b-48fc70dd09dd · outbound

This paper cites Please propose parameters that increase Objective 1.

Cooperative Design Optimization through Natural Language Interaction Please propose parameters that increase Objective 1

Reference 36

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T17:36:36.761561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d593762a-d4e6-4cf6-82cb-3d20b08303d3 · outbound

This paper cites arXiv [physics.chem-ph] (April 2023).

Cooperative Design Optimization through Natural Language Interaction arXiv [physics.chem-ph] (April 2023)

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:36:38.895257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 46191db3-830d-4e00-90f4-78678c29850b · inbound

Dynamic Priors in Bayesian Optimization for Hyperparameter Optimization cites this paper.

Dynamic Priors in Bayesian Optimization for Hyperparameter Optimization Cooperative Design Optimization through Natural Language Interaction

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T00:12:45.735647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.