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Paper Citation Record · LEDGER

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research

As of 9 August 2026, this Paper Citation Record lists 100 of 115 outbound references and 1 inbound Pith citation observation for arXiv:2506.12312.

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

pith.paper-citation-record.v1
2506.12312 v1

Coverage vector

measured 100 of 115 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:55:17.085734Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:45:12.917815Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T20:45:13.254890Z

Reference resolution

100 of 115 outbound references displayed

  • verified exact22
  • verified fuzzy0
  • unresolved75
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 700fb7e5-70c4-4a1b-92df-37e8290ee620 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-07T00:55:16.630418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 10489d27-f50b-4327-9f01-4b6a1f65fdb2 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-07T00:55:16.635310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.635310Z digest=sha256:0ce03433afbbcf3ff96dd7c6240ecb501ad708b71fed651b20d097b41d30a671

Observation 8fe7172b-fa98-4ed4-ac33-5617c3d3cbcb · outbound

This paper cites Yoshikawa, Y.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Yoshikawa, Y

Reference 3

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no resolver link, observed 2026-08-07T00:55:16.639671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 60ee91de-c15e-4d14-8f39-29dece9b65e1 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 4

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no resolver link, observed 2026-08-07T00:55:16.648079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.648079Z digest=sha256:9a43b4225e2f30ab8e95a74c302eadeaee06b49e9d0541a0676c018a3bda4893

Observation bb6b9dae-e1a2-43ba-957a-af4b3d5f2408 · outbound

This paper cites Williams, E.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Williams, E

Reference 5

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no resolver link, observed 2026-08-07T00:55:16.652460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.652460Z digest=sha256:1f1d2267db5643a9c3a8cf455ef2a0a0ba2f7bbe476a4a55de3b2c27871a730a

Observation 68b0b277-3f2b-4794-b94b-1f9cf40e5f0f · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 6

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unresolved
no resolver link, observed 2026-08-07T00:55:16.656855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.656855Z digest=sha256:04c31c63ae1989366bb5f3eb533aa3265a936e49212930fef2fe9ed3c9838899

Observation 4aa2b881-632a-4ba0-a867-704a4ce4c760 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T00:55:16.660853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.660853Z digest=sha256:bc3e40f6322cf12f92fc5b3a64fbd6d459547db39282dc530de748e091c734dc

Observation 5e71de43-49e7-4acb-8269-b32eb41c8847 · outbound

This paper cites Gomez-Bombarelli, J.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Gomez-Bombarelli, J

Reference 8

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unresolved
no resolver link, observed 2026-08-07T00:55:16.666082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.666082Z digest=sha256:1bdad5138e56707039b39c2182d264fd543b8375179fe89e96670e2c32c50e62

Observation d64709a5-d82a-46d6-a9f8-03816a8506e0 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 10

Resolution
verified exact
doi, observed 2026-08-07T00:55:17.798246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation b4c7aa0b-2536-4ebf-99cc-6cdab31206a3 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 12

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verified exact
doi, observed 2026-08-07T00:55:17.771979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 76ac734e-a62f-4d8a-9c73-0a7f0e3c1ab8 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c6ff6380-9162-4315-a3a7-96d6007fce09 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T00:55:16.691485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.691485Z digest=sha256:ea96a43c598bfe79a952ae3b729e8d6931d6521f00a5890531d4bba2a211f689

Observation d66a65ad-f6c1-454f-bbc9-a3794e2cc6c7 · outbound

This paper cites RT-1: Robotics Transformer for Real-World Control at Scale.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research RT-1: Robotics Transformer for Real-World Control at Scale

Reference 15

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no resolver link, observed 2026-08-07T00:55:16.695497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 64d51624-aa91-47c4-a2c0-e3c7bdec48e1 · outbound

This paper cites Scaling Laws in Scientific Discovery with AI and Robot Scientists.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Scaling Laws in Scientific Discovery with AI and Robot Scientists

Reference 16

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no resolver link, observed 2026-08-07T00:55:16.700371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ef33b502-2e04-4663-a1d0-e56c3f690453 · outbound

This paper cites Galactica: A Large Language Model for Science.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Galactica: A Large Language Model for Science

Reference 17

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unresolved
no resolver link, observed 2026-08-07T00:55:16.704567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.704567Z digest=sha256:17f524e1ae7b10fff442e9186ec29b034f2917af585cf956fe938ba506d24408

Observation 14e7fe0b-0e02-46e7-9049-5bf4f5e2cbd8 · outbound

This paper cites Jumper, R.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Jumper, R

Reference 18

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Source-reported events for the cited work

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Observation 7be2fce8-dcf4-4d97-b9e0-a09f4af6b40c · outbound

This paper cites Varadi, S.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Varadi, S

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.712833Z digest=sha256:65dcc6188eb981e9aad266b7eea1cfcd87a2a76538ede316cfc0323d5dafaf27

Observation 86d39e19-0d94-4c40-812f-a31a0de45290 · outbound

This paper cites Hatakeyama-Sato, N.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Hatakeyama-Sato, N

Reference 20

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no resolver link, observed 2026-08-07T00:55:16.716909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 3eeea288-cb8a-408d-981e-3359ee680e4a · outbound

This paper cites Ramprasad, R.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Ramprasad, R

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T00:55:16.720691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5f4bc070-e6f7-4ad3-b90f-d4427d1d530e · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 22

Resolution
verified exact
doi, observed 2026-08-07T00:55:17.727029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:55:16.724502Z digest=sha256:2f92c4f94e4cc13035609ceec1c27a378714a7b7f82d29322c4f4d7e383c2c0b

Observation 0539be52-6557-4c55-9105-c4d59e285bc2 · outbound

This paper cites Emergent autonomous scientific research capabilities of large language models.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Emergent autonomous scientific research capabilities of large language models

Reference 23

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no resolver link, observed 2026-08-07T00:55:16.728251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a36cb465-3dda-483c-ac72-4557951fb09c · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.732719Z digest=sha256:88a165f54a7ebd589db17007e5499e6087ebee2f13b0d5ad222e6d09520f7f4a

Observation 45f53ac3-9da7-4878-a6bd-46957b612a21 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-07T00:55:16.736811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.736811Z digest=sha256:ee858b5cc1b6cd4bedb33afe0e900e58e2631ed688389a4d0a9026b12f120678

Observation fe55dd24-e373-4269-be83-2c3e8867811a · outbound

This paper cites frugal twin.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research frugal twin

Reference 26

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unresolved
no resolver link, observed 2026-08-07T00:55:16.744637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.744637Z digest=sha256:667112a18f4a55411078949a94a9e202f01a8db68f8b93e0034902b7bf44e752

Observation 7ab3546f-7d33-4909-a8ba-ec193a4585fd · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.740617Z digest=sha256:ffcc5a2ce1b9ba460892bf619e11943ff26825b7fb28b0b82a23bfc45b550b51

Observation 44f66f11-332e-4d50-8839-97778a971cc1 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 28

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.753200Z digest=sha256:41259ea7ecf860e10aa88f4bfe60fad0753de08717fafd4c0395385cfec20c3c

Observation 9b8f9f62-2d59-4be3-a42c-80651a863758 · outbound

This paper cites Schneider.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Schneider

Reference 29

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Unavailable: canonical work link unavailable.

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Observation 2cd79cf8-14b0-4284-8278-95839ca4bd1d · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-07T00:55:16.761457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.761457Z digest=sha256:b6e8898a70615cf6b826ae298cf48d8fc1630e08295a35f61e220966f051dbee

Observation 0d8405ef-5667-4b4f-beaf-a7ab64a6b0c0 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 31

Resolution
verified exact
doi, observed 2026-08-07T00:55:17.671587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation dfe2f9ac-a30c-43d9-98ed-c6385c1d9a09 · outbound

This paper cites Akiyama, H.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Akiyama, H

Reference 32

Resolution
verified exact
doi, observed 2026-08-07T00:55:17.636477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:55:16.771098Z digest=sha256:a59ff98b96add47e0cdfd8884177270747a86e35cd75dd8a9ba9dd3c18b9c774

Observation 60514612-ea10-41ba-8d08-656dc5ffe227 · outbound

This paper cites Burger, P.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Burger, P

Reference 33

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unresolved
no resolver link, observed 2026-08-07T00:55:16.765752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.765752Z digest=sha256:1e36ade3034714c6abeffb98a101084b11504db6c792bee4a373c6d156cc15c9

Observation 2f069c8b-de18-4c28-a3c7-71c6c03f37b4 · outbound

This paper cites Matsuda, K.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Matsuda, K

Reference 34

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unresolved
no resolver link, observed 2026-08-07T00:55:16.779567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.779567Z digest=sha256:5bfc98403d10933542b125cb17f2826fdd1efe101f753ad0542bc41fb00cef49

Observation 3c97fe23-112d-4664-93d0-b029718259dd · outbound

This paper cites Shimizu, S.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Shimizu, S

Reference 35

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unresolved
no resolver link, observed 2026-08-07T00:55:16.775377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.775377Z digest=sha256:2f17a39e94f23e0cd0a4491b0fb4e59093443b9d56f0049d3637c2be19aea197

Observation f85eae63-0dd3-4bdf-8d83-74d609253cb7 · outbound

This paper cites Terada, Y.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Terada, Y

Reference 36

Resolution
verified exact
doi, observed 2026-08-07T00:55:17.587801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation d1c960ca-0e5e-4248-818e-8c58e8d991f3 · outbound

This paper cites Nishio, A.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Nishio, A

Reference 37

Resolution
verified exact
doi, observed 2026-08-07T00:55:17.602625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 78167a11-ab6b-4859-bf32-cbf3092bfc59 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 38

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verified exact
doi, observed 2026-08-07T00:55:17.573420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 0274accc-8f39-4173-87a2-7e20a32e96ad · outbound

This paper cites Holland, J.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Holland, J

Reference 39

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unresolved
no resolver link, observed 2026-08-07T00:55:16.793022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.793022Z digest=sha256:70e5996b574172c8e525e7dfbd016e0239b005bb570407ab46e3316b129ff6b8

Observation d5fc2619-59ec-4c52-a23a-82da232a60b8 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 40

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unresolved
no resolver link, observed 2026-08-07T00:55:16.807560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.807560Z digest=sha256:555f814fdbfd5f09a67b75e0791144c2e53d89cc55cbb40232937747db41fd53

Observation 4369bf08-cf7e-40d0-8605-cb03ead77f09 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 41

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unresolved
no resolver link, observed 2026-08-07T00:55:16.802960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.802960Z digest=sha256:c8e8bb9335c44b1f9e69066e00d423d05c5e0d5f0cf1e07c60a16dbfeebd911b

Observation 02f68308-6452-4ab2-bcdd-d39ca1b836a2 · outbound

This paper cites Sasamata, D.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Sasamata, D

Reference 42

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verified exact
doi, observed 2026-08-07T00:55:17.523772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:55:16.816036Z digest=sha256:d3c00d422fe4bd2f17aaca1015ae3fb7c1c540637726f578e4f2ebf370e1da76

Observation a0e93855-ba7d-4bbd-978a-804bc59409dd · outbound

This paper cites Yachie, K.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Yachie, K

Reference 43

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source=pdf_text observed=2026-08-07T00:55:16.811753Z digest=sha256:811064b230eb9f84cc6809093d3de673cb6b609e03cafd0627babe7aef32c438

Observation 94132ef5-55b7-4687-99f5-dbd64c807712 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-07T00:55:16.824112Z digest=sha256:2779e565bc1620eb592e7d3170600b6b0578d4595472246f42b774028a4f54ba

Observation d896fd51-2a92-476f-8a16-54c202e402f2 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-07T00:55:16.820160Z digest=sha256:8aea9f1bf9489b3221c846d4df3f7fa003989a69a7471f5267ef4cc4ed6bf188

Observation c58e7118-0cbc-4a8c-889a-9147e1a7b2ea · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-07T00:55:16.832046Z digest=sha256:ba4e66b6454f5c27335d1fcb3460eaaf5cdf8bb77b19d682a1d356a9d4ac287e

Observation 46fdda21-be6e-4ba5-bfd5-09d8c3ceffb1 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-07T00:55:16.828012Z digest=sha256:72d3b2ea7cae427fbd01da552ce807f65ead0de86a4309d8615c55239c3dcc09

Observation 443d1fae-e65c-4f4d-8f31-b12627b44e62 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-07T00:55:16.840637Z digest=sha256:775e36707847e8eab60f68d6e2084062612bfcadef42b66ccb5bc0c3e9d2b83e

Observation 38670bc2-462d-4280-83b7-570f529c3ac1 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 49

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doi, observed 2026-08-07T00:55:17.474299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:55:16.836315Z digest=sha256:cf1cc2b6415a65849f3b572e83a50f82987dc6f6bfa259408b05d5dafa0e547b

Observation 17482a85-ac42-4642-a97e-162bf4d41517 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 50

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.849293Z digest=sha256:e79bd8d43f95ef1124c533f8e0ae72378abcf3e9d0e9a388d96f84be0b955de2

Observation d83bc450-9640-4cc2-9e08-b91ee33620b1 · outbound

This paper cites Automating Care by Self-maintainability for Full Laboratory Automation.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Automating Care by Self-maintainability for Full Laboratory Automation

Reference 52

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source=pdf_text observed=2026-08-07T00:55:16.857670Z digest=sha256:9a717b23339bd1e1277b25536be3a4f98b0edb92a171c1ea7581441e05b71428

Observation 02d5eeb5-9169-4907-9909-ac27453344f5 · outbound

This paper cites AgentReview: Exploring Peer Review Dynamics with LLM Agents.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research AgentReview: Exploring Peer Review Dynamics with LLM Agents

Reference 54

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source=pdf_text observed=2026-08-07T00:55:16.865991Z digest=sha256:98d33d287cf52b60ba76b3a318a51e6c7b2b57031ee618da3860d94f6ec68b42

Observation 70b1b015-f5d5-4b5d-a5de-f542cd5cd99b · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-07T00:55:16.861596Z digest=sha256:a80adb7acfc41651163e902e5aba1ca0a5bf4a564dd1d135337d0b0a018eae16

Observation ecd16814-e8ad-4bd5-bcca-e83b14e5ab43 · outbound

This paper cites ROMAS: A Role-Based Multi-Agent System for Database monitoring and Planning.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research ROMAS: A Role-Based Multi-Agent System for Database monitoring and Planning

Reference 56

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no resolver link, observed 2026-08-07T00:55:16.876391Z

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source=pdf_text observed=2026-08-07T00:55:16.876391Z digest=sha256:ef7d2347f4a231d0030b0d979cc4580679643b0619541f9c4924793379236cb9

Observation a66cb3ab-2674-4dd3-99ff-43fee1d1bf4f · outbound

This paper cites Large Language Models for Code Generation: The Practitioners Perspective.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Large Language Models for Code Generation: The Practitioners Perspective

Reference 57

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no resolver link, observed 2026-08-07T00:55:16.871200Z

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source=pdf_text observed=2026-08-07T00:55:16.871200Z digest=sha256:df62f35fec084ae8344d39fa3897035427ad93540bd23fa128b555741184af2b

Observation 49e15dc5-53a4-4a50-a75c-23ae3ecf3da4 · outbound

This paper cites DISCOVERYWORLD: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research DISCOVERYWORLD: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents

Reference 58

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.886230Z digest=sha256:073503038fe1bb0d6e91c4c0ccd0b178ce44e77e91fed297f31591a63073e6df

Observation 0b835d3e-c055-4cc5-a265-10a43a846660 · outbound

This paper cites ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 59

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source=pdf_text observed=2026-08-07T00:55:16.881460Z digest=sha256:2a0cfb81dd93b3b9ec04dc55c563930b5612d5183996767aa7eb57f350063abd

Observation 6bcc6d20-9618-4f0b-87cf-b406f5a86889 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 60

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source=pdf_text observed=2026-08-07T00:55:16.894777Z digest=sha256:83de9736af363168090b5e8a7db2dfd6d95b148ae6af510c9433d2cd6bcda8eb

Observation 5275622f-bca8-4169-8526-69c798093a88 · outbound

This paper cites ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models

Reference 61

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source=pdf_text observed=2026-08-07T00:55:16.890485Z digest=sha256:2517f83c464ad916bf34eec0a79d28d44f464341f6d0ca9ab90cc51d5c986314

Observation 9240ddd9-22e9-456f-af9c-378e3fe489c8 · outbound

This paper cites MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation

Reference 62

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source=pdf_text observed=2026-08-07T00:55:16.903112Z digest=sha256:706c3fae740590e1e132cf946d592d45a3be161f9cc79942e00abb9b823429f2

Observation 1333024c-de16-4666-82d9-44d41a199367 · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 63

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source=pdf_text observed=2026-08-07T00:55:16.898887Z digest=sha256:7dabbf25989a83b6bfbe2be0b6e6d7bbd771e8b6fbcdf69783cb728a2e776aeb

Observation ce5b0dfc-ea28-49d2-a8d6-e36d1a09ce88 · outbound

This paper cites Titans: Learning to Memorize at Test Time.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Titans: Learning to Memorize at Test Time

Reference 64

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no resolver link, observed 2026-08-07T00:55:16.911666Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.911666Z digest=sha256:f5b9ccaa14d261dd0507aba88d2c0432f7ed6e9270cb28a1658c089e3359bd85

Observation 8f10f975-1ceb-4e3e-933b-13c7dbda038d · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 65

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.907498Z digest=sha256:36cabfa721db51fa0623b36050b36e269153b1ac3c66dabaa3751d89b3c1cc96

Observation 05ca1cf6-4110-40f3-8dda-be9d98c3939d · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 66

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.920040Z digest=sha256:efe34f0440e4bc1771d906b192c6a0ed3c07980aeb1f1a099a2f5398092e1e73

Observation d19ce7ff-78f7-4499-a744-97b24e55e2e4 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 67

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.916111Z digest=sha256:f0fc31cf9cbdd87934a0ae696d934b4cae309a44c1213949d4eebff61e607a5f

Observation 5b8cac3c-1757-41fe-92ee-44ad9b2ec53a · outbound

This paper cites Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws

Reference 68

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source=pdf_text observed=2026-08-07T00:55:16.928046Z digest=sha256:03cc1a098cf3530cd30266cc0cf105af79942a70de5214acd24b4d1d90cc6792

Observation 8b8b6525-578f-4c2e-8674-862bc9c38aca · outbound

This paper cites Scaling Laws for Neural Language Models.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Scaling Laws for Neural Language Models

Reference 69

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.924082Z digest=sha256:7d29ddce4db6c01fcdecebd24c548a9e134d34a738ecafc23a0ca0af6171167a

Observation 2301ce35-58b5-40a6-b9bc-49c4f32b92a2 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 70

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verified exact
doi, observed 2026-08-07T00:55:17.407610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:55:16.936603Z digest=sha256:e7dfb985abfb63a2a234296e735f4a9884cf79d56aa038d029fe0c7c9589eb59

Observation 64a0f38b-f4e4-4ca8-922c-509fb9a53d68 · outbound

This paper cites Teaching Specific Scientific Knowledge into Large Language Models through Additional Training.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Teaching Specific Scientific Knowledge into Large Language Models through Additional Training

Reference 71

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.932326Z digest=sha256:29ddea8f599e7b72d903031f0524f8860ff265e5137ae5804cd5cd17b5e0bf61

Observation 588a7e5c-9489-4e4b-a989-25bf3207ac72 · outbound

This paper cites LLM-Feynman: Leveraging Large Language Models for Universal Scientific Formula and Theory Discovery.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research LLM-Feynman: Leveraging Large Language Models for Universal Scientific Formula and Theory Discovery

Reference 72

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.944703Z digest=sha256:d947a840829bbc3c8aae7bf7b31ece66c9c2ff45c535260f56b56f04c5fa9a53

Observation 8ffd389f-a354-4a4a-b952-5a4d0ca22eac · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 73

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.940754Z digest=sha256:cc0fa8850baad358ca2080b7db93ab8bd7d615fd12085d3d93c8ca06ad194b9f

Observation f2088a70-a60d-4254-a2f5-75c95830e17b · outbound

This paper cites Eppel, H.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Eppel, H

Reference 74

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verified exact
doi, observed 2026-08-07T00:55:17.393340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:55:16.953616Z digest=sha256:8ca9370d2d3d40ab600f3912a2844b74754e9dd210edb6be65ababbf7c9159f4

Observation 8718a85e-3b70-4691-be26-4e349ee388b7 · outbound

This paper cites Cheng, S.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Cheng, S

Reference 75

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unresolved
no resolver link, observed 2026-08-07T00:55:16.949814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.949814Z digest=sha256:29f3d24ebc5ab8143506cc14cf63589c475c9cefa436fd80533ef54cfadf6734

Observation 3d8cef95-8972-41fe-8832-bc9b39138b60 · outbound

This paper cites X-Fi: A Modality-Invariant Foundation Model for Multimodal Human Sensing.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research X-Fi: A Modality-Invariant Foundation Model for Multimodal Human Sensing

Reference 76

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unresolved
no resolver link, observed 2026-08-07T00:55:16.962305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.962305Z digest=sha256:4899000306126d6846b8e6db0ceb885409f857e331ef1d08e736b33893b87200

Observation 2f978733-f1a9-4bb3-b5ee-19b55b9fdd5d · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 77

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verified exact
doi, observed 2026-08-07T00:55:17.378762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T00:55:16.957717Z digest=sha256:231035b936e3df808f3dd3327e528b973a91cbfae9f11b9644f2474664cfa0b5

Observation 770dea1f-2e0e-419a-a05d-9c4d4f9617df · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 78

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unresolved
no resolver link, observed 2026-08-07T00:55:16.971744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.971744Z digest=sha256:88bf11d17916ea163ab7c4f9a626a51b5b6ce35a5184a72fee480960581b241b

Observation 7b38c06a-d66e-4d5c-978b-7731f4518dea · outbound

This paper cites LLM A*: Human in the Loop Large Language Models Enabled A* Search for Robotics.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research LLM A*: Human in the Loop Large Language Models Enabled A* Search for Robotics

Reference 79

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no resolver link, observed 2026-08-07T00:55:16.967108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.967108Z digest=sha256:04f85a73cb4a89b292a704cf1e17246851c80ff2b72c976dc82350c44ea5600e

Observation 23e09a32-acca-4d08-8a51-15c09a140c70 · outbound

This paper cites A Review of Nine Physics Engines for Reinforcement Learning Research.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research A Review of Nine Physics Engines for Reinforcement Learning Research

Reference 80

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no resolver link, observed 2026-08-07T00:55:16.987192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.987192Z digest=sha256:600b2e06c42376ee5d17c67ff5c514e9f981e3e10bcdbcf7dadc516621d617d8

Observation 72abf124-01bb-4724-94aa-2541866f1917 · outbound

This paper cites Learning Robotic Powder Weighing from Simulation for Laboratory Automation.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Learning Robotic Powder Weighing from Simulation for Laboratory Automation

Reference 81

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no resolver link, observed 2026-08-07T00:55:16.976456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.976456Z digest=sha256:a0bea67cd7cfcee68fd671e4e1632d3e297c5841a9d26c7adeecc016480ee9ac

Observation 0a8d5d07-367f-4152-b84c-13f1c53c95e7 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 82

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no resolver link, observed 2026-08-07T00:55:16.996276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:55:16.996276Z digest=sha256:10bac6d5e49ec301e30e4b5d1172a0d14690243ff046fbbd15550f9d6210b39e

Observation 4d51a2ba-e790-4222-a9af-b695382d504e · outbound

This paper cites Cosmos World Foundation Model Platform for Physical AI.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Cosmos World Foundation Model Platform for Physical AI

Reference 83

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no resolver link, observed 2026-08-07T00:55:16.991821Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.991821Z digest=sha256:7b9183ad51c172a0ae13e9e09bda490a7e77ad633406b819047a2be7659098e2

Observation 14d8b05b-1b8c-4c1f-b79a-d45ce91947fe · outbound

This paper cites Hatakeyama-Sato, K.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Hatakeyama-Sato, K

Reference 84

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source=pdf_text observed=2026-08-07T00:55:17.009530Z digest=sha256:014a51b420187820a31cf98b031de374ef0086ce162e6ec4bbd53f10646e318f

Observation 5b4ca20e-b83a-456e-8c09-66b324e791a4 · outbound

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Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 85

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Observation c438bc18-ce78-4ad9-b9c3-820b9979621c · outbound

This paper cites Foundation Models in Robotics: Applications, Challenges, and the Future.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Foundation Models in Robotics: Applications, Challenges, and the Future

Reference 86

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Observation 0e4c38d2-27ee-461f-a963-381993d38449 · outbound

This paper cites RoboCat: A Self-Improving Generalist Agent for Robotic Manipulation.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research RoboCat: A Self-Improving Generalist Agent for Robotic Manipulation

Reference 87

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This paper cites Deep Reinforcement Learning for Robotics: A Survey of Real-World Successes.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Deep Reinforcement Learning for Robotics: A Survey of Real-World Successes

Reference 88

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Observation c8c3ab61-ef5e-423e-ba49-d031e6a37b13 · outbound

This paper cites A Generalist Agent.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research A Generalist Agent

Reference 89

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Observation f134df7b-c31c-4e19-98f4-d542d05c89a5 · outbound

This paper cites Trinity: A Modular Humanoid Robot AI System.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Trinity: A Modular Humanoid Robot AI System

Reference 90

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Observation a36a1317-5501-4568-bb1b-f182466d863a · outbound

This paper cites ALOHA Unleashed: A Simple Recipe for Robot Dexterity.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research ALOHA Unleashed: A Simple Recipe for Robot Dexterity

Reference 91

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Observation d01bfd82-a3fe-4acc-877c-ff7055f9cf4d · outbound

This paper cites Humanoid Locomotion and Manipulation: Current Progress and Challenges in Control, Planning, and Learning.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Humanoid Locomotion and Manipulation: Current Progress and Challenges in Control, Planning, and Learning

Reference 92

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Observation 40496c0b-ed8b-4166-a40b-49daef985af2 · outbound

This paper cites ORGANA: A Robotic Assistant for Automated Chemistry Experimentation and Characterization.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research ORGANA: A Robotic Assistant for Automated Chemistry Experimentation and Characterization

Reference 93

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Observation f56a3c61-5037-47d2-8f6d-a7a13751d9d1 · outbound

This paper cites $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 94

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Observation 204e195c-4efb-4904-811c-cfc19030d450 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 95

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Observation 6d524cb9-0361-44c8-b4a1-76f79e432f04 · outbound

This paper cites an unresolved cited work.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 96

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Observation e8652f89-ef87-40b5-863f-d1326a711ab6 · outbound

This paper cites Sochacki, X.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Sochacki, X

Reference 97

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Observation 5ed6d386-4917-4b7a-8cd4-27a3ee9cdc41 · outbound

This paper cites From Cooking Recipes to Robot Task Trees -- Improving Planning Correctness and Task Efficiency by Leveraging LLMs with a Knowledge Network.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research From Cooking Recipes to Robot Task Trees -- Improving Planning Correctness and Task Efficiency by Leveraging LLMs with a Knowledge Network

Reference 98

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Observation e2ab299d-9112-4f74-b56e-6dad05d214d6 · outbound

This paper cites Improved Instruction Ordering in Recipe-Grounded Conversation.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Improved Instruction Ordering in Recipe-Grounded Conversation

Reference 99

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Observation ea1fcc8b-7560-436c-a4e6-43981a8668c1 · outbound

This paper cites Hatakeyama-Sato, H.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Hatakeyama-Sato, H

Reference 100

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Observation f7ad62cc-2cef-4822-81b9-d232a190337d · outbound

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Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research HD-EPIC: A Highly-Detailed Egocentric Video Dataset

Reference 101

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Observation 7560fb19-e0e6-4cc3-a2a6-ef33be92f396 · outbound

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Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Kanazawa, K

Reference 102

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Observation bc21b13c-30ec-475f-8214-5c86c876e424 · outbound

This paper cites Sochacki, A.

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Sochacki, A

Reference 103

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Observation 4704dde2-fb85-42fa-8988-251682ca3758 · outbound

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Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research Unresolved cited work

Reference 104

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Pith citing papers

Observation 933e75d1-c06a-4a43-a9e9-70b4b6508972 · inbound

AI4Research: A Survey of Artificial Intelligence for Scientific Research cites this paper.

AI4Research: A Survey of Artificial Intelligence for Scientific Research Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research

Reference 283

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