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Paper Citation Record · LEDGER

Perspective on Utilizing Foundation Models for Laboratory Automation in Materials Research

As of 20 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 2026-08-20T06:33:59.587034+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:cf62799af981e5ca3bb5020d3549a58b2272794de0dc114bb32d66f4a77b054f

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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unresolved
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=sha256:5c974941512b06c3182bae60865937d14b654ccc1c9971bc9a68e2dfdc8e5484

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:de689a469fe69348e49aca3f7e8c54c79bd51f334bb21df4993740a4c3e7c1b8

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

Resolution
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=sha256:7cf2f8da4e4bf7ec978fb968c148e7ab62e7f0148ccf9d087448e7403140aba3

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=sha256:21cf5271bef708798fb834638db89f0b4f35784b8578fef5b2e2e414f373304e

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

Resolution
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=sha256:5bc74869770d8d84bb80c751788955fe2bf7433984e5c9b62b37ac0ba6312ba6

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 2026-08-20T06:33:59.587034+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

Resolution
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 2026-08-20T06:33:59.587034+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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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.

source=pdf_text observed=2026-08-07T00:55:16.700371Z digest=sha256:835785bf5d5ef4cde7c1f06da1c797b0018abe15f3e3dca29e91412e85235ff8

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

Resolution
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=sha256:71053a85f877d20659c74bbf18c9bd3a5e81c7e3fff3a6e06985857f2e4ebd87

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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unresolved
no resolver link, observed 2026-08-07T00:55:16.708862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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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no resolver link, observed 2026-08-07T00:55:16.712833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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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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 2026-08-20T06:33:59.587034+00:00.

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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.

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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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unresolved
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:cd310ccccccd642e8005f984263db40d21098ee4e82953bedc0ad6c89f1abc24

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=sha256:348daa2dc6c67a3b20bbb0bc5944a334c7f12e5003fe7927327ea72d4a23d36d

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.

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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=sha256:76cb3800b1eae71cc2346e10b2ce3bf7fd248be303804b43f3be8dbda01fec60

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.

source=pdf_text observed=2026-08-07T00:55:16.748680Z digest=sha256:eedfcc5b6a41b632508446c1597e8308331eab61ae8cfe4ae513e087e4b6fc81

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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unresolved
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:e1310f1c049f9ab603be85c911a51f3557ecda26d5d18c49569a0947587ac471

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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T00:55:16.771098Z digest=sha256:536acc1aa4759683df19a04def32eb1fe0c5aad4c7f0a5928eec1c84e92fd5ca

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=sha256:38503e9ea237ca1238dd1cb767e7a1c4fe68647f10110b5a9ba97780a8901963

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=sha256:71cbfe9b0e2c3ecc6401ee4ac3d481e4988a5d12d95d15bea66a4d6166ccf7a8

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

Resolution
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:b6949522920d6fe09d9e610471abd30d58f4ca6e70291d0803803086c328f3a4

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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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=sha256:5ef952e4e490efcfb94abe4579890e061e207feafdf0f66d48840d3d5479acbb

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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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:ae18157709d4f0909bed9aab4d80fea29138151f7648bf8a91fb746b6e908177

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:c9dab01549ab274e3d53075e23417f9aef3e4d315465ce20bbc885ad7b9dad31

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

Resolution
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T00:55:16.816036Z digest=sha256:609b08ab8684516e243e8c565211d81019825587a5263df70ec8c8d21f112f03

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=sha256:3b812e51dc2431c7fea1edbb85822688fbb29429d1e2f9e690de908a57213645

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=sha256:684155ad96701bd159b61ec46f17b51c88fa6d14afc9f3ad048babe399be4e1f

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:c11127dac2eca307186d474142a4a6bc93053461d7159da6730d4261aaaf9a1b

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=sha256:1d14ef6ffdf6092366d436901d5b5a1da63d726ebad07402e756e408b26e2bb1

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:f0e49fb6021ac4ea9063de09de784ef5512f3da52c0f0062b20eff72636d8257

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=sha256:778b991818b6a8da255b21f460cf8c2a2f9ddc0d18a0827fdf7dee21346f8005

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T00:55:16.836315Z digest=sha256:7adc3b5f3b54b3b395f90183e2c4548db7c5765a8b4bcd465b6692bd9147a181

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=sha256:9a30dd4963b1c88b8e6c261c61c190bbf933649fdc53f1ff1af267e395853c0f

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:ea0f549c0af7fbb483dd644328c6d5e6430a4a2c6b4dcb02aae98de33e01df51

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:bb89e00184cabc3d5c9e79403d4ad4eb31277b3e9f569a2a9809b84e20306d2d

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=sha256:198db87f0528df616b3430f23d22767151ff871adfb6064c50aff91457a2c392

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.876391Z digest=sha256:5e171c26eee575d9f68db1e78fa39fb28da28b705d03fc2a23fd85f44b9ff9a1

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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source=pdf_text observed=2026-08-07T00:55:16.871200Z digest=sha256:39bc14d7ec0dbbad2f97cbe601fc811d0df1532f41e92aceac3b243a056447eb

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=pdf_text observed=2026-08-07T00:55:16.886230Z digest=sha256:333d8a34a05f53f7090918398072c4cb687df03d2f3374f67e514d9f9ef757e1

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:ff50860cbbf8e139619ad8b2f7840b710d2540c973a3499612b27777ff5e5e3c

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:fed25adfd3441a8627cbf4ebc73b1e7e8446090d756362cbf9f92522d96d11c0

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=sha256:1feb266ae05478aa702edc2955f71177fc5d226e6f8dd53d1e4702b0d6961c8c

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=sha256:80a4eba6344980e4b48e27c0736df1d1b51ae56397e817f092a9a9441132b4d6

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:ee917bf7d0765fe3bd6dc18784af9ddad1d029a122b263444e72236fbfae75fe

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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source=pdf_text observed=2026-08-07T00:55:16.911666Z digest=sha256:ae54126bb2f464266cd0fbf2e7d5ba81c53c84234fd669d38facb84d06d4738d

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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source=pdf_text observed=2026-08-07T00:55:16.907498Z digest=sha256:ea1b587398dc4aae4f199836f5eba3bbe5174e56f0b796574cecf6c72b7aa567

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=pdf_text observed=2026-08-07T00:55:16.920040Z digest=sha256:c7f787591730783fc9e71137ff8323eea60e416bda4b8813699a8f94f60a124a

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=pdf_text observed=2026-08-07T00:55:16.916111Z digest=sha256:599fe35349df54d9557421a6c8bad5983586b9a56bb24a414377a9743fcbdc6b

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=sha256:47409b5a774e0518fa631ea121cac6a83be29cdae3d0f59144d9803515ab6db1

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=pdf_text observed=2026-08-07T00:55:16.924082Z digest=sha256:7b0aa1db0cc754e09e0973583e1a2b387c84ab968cc29cad7bf2fea3892797d2

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T00:55:16.936603Z digest=sha256:06450d459f73023f8f5e76949af4f126bea845950dddad4eb63440d40eb9b377

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:a879d36e3a04c0cba8bd2273bac73ec4931d8f07d9a2857bd77cab46341c18a4

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:bd7fafcb4ba3bbb2993ed62c3aa0fe8c13e690c12e39fd8f4d3f7b3f411e3171

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

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source=pdf_text observed=2026-08-07T00:55:16.940754Z digest=sha256:7d643e6d474dd169fa1f94f673bedb9ec9d19c0e6be9bee6b79ff3264e638d19

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T00:55:16.953616Z digest=sha256:ee20198bd03b4ceea2f80db6d4cf209567eed9fde0dc93df08ce4069e7b316b1

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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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=sha256:8915065af235ec84a5e5ebfb22fa06ef67fae8c8a3dd8f64682cebee8cd0ea50

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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source=pdf_text observed=2026-08-07T00:55:16.962305Z digest=sha256:9fbebde0b40754aba42a062f38f0be718149b9b4542ebc78e0ad89d01e078c28

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T00:55:16.957717Z digest=sha256:09b6478d2c703f048750ec1a19a69cf9588b923afecaf98f97bbacf35dbba0d7

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

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.971744Z digest=sha256:fd7fe9bbfc33168c4c8a953a6b7a53bb98af7f30c5d455c7e2f8be9fc3eea32a

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=sha256:31652eec021562f0aaf720cc1f3166c84568c95b1f048d156169dcdef7136ab4

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=sha256:83306005274a75a5e8b0db34bc6618092070161d0b791e7fb46634a8aed1febf

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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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.976456Z digest=sha256:e0d75de371f686924c9645f6caa2e8fca518108eee5dda246c28ad490637e575

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=sha256:1b49b6b6043f3690bd1d8e53741e3c1944195151dffb207e08290818de8abe36

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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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T00:55:16.991821Z digest=sha256:728fdaeeae6386ce32f6fb54fa567c7d0b995051fba97089d383562748326655

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=sha256:12a1715d29a3bc0e28606ec1d466c37e9074687c7d81913bc0f86bfbd0d8aea3

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

This paper cites an unresolved cited work.

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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Observation 133df37f-1da7-4a14-8587-0b0219ea0ed7 · outbound

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T00:55:17.073025Z digest=sha256:26669c05cf64718ce78939535bdaef38187b55081ec1658c43c050b9a52b4627

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

This paper cites HD-EPIC: A Highly-Detailed Egocentric Video Dataset.

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

This paper cites Kanazawa, K.

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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source=pdf_text observed=2026-08-07T00:55:17.077484Z digest=sha256:f1bc28afd37355b326d57050dec793933e75b5312bd2054cb17ae094249b22a1

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

This paper cites an unresolved cited work.

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

Reference 104

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source=pdf_text observed=2026-08-07T00:55:17.081571Z digest=sha256:f56ed5812ef3b238a507bfc20ffe97207c217e908c4a4b80c5c30802e8896c2f

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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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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