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Paper Citation Record · LEDGER

AI-driven materials design: a mini-review

As of 21 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 6 inbound Pith citation observations for arXiv:2502.02905.

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

pith.paper-citation-record.v1
2502.02905 v1

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:44:02.920703Z

measured 85 of 85 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:05:10.009650Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:29:44.420670Z

Reference resolution

79 of 79 outbound references displayed

  • verified exact2
  • verified fuzzy24
  • unresolved53
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 718da800-be21-4fbf-af2b-784af7061859 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.864232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.645031Z digest=sha256:297320625ac98709b6204fbf7a5b719d64e1ccd4e587aaf4e0501859df42ad2d

Observation 5cea563c-fc9c-4982-b6f2-7c1eddab33dc · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.853701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.649210Z digest=sha256:405a3de943b58705c9a6dada2fa9ad06246309a62345f82b3af183db812c675b

Observation 457243f5-db06-4b30-aec9-ea2576b4db93 · outbound

This paper cites R., Pickard, C.

AI-driven materials design: a mini-review R., Pickard, C

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.842199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.652775Z digest=sha256:c7c6924f75f8cde9d89ab37830bbe739e21497b62b9409818f9998231f8e0b8c

Observation 253ae397-2bd0-458d-a0fb-5d2a128f36ca · outbound

This paper cites Inverse design in search of materials with target functionalities.

AI-driven materials design: a mini-review Inverse design in search of materials with target functionalities

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.831981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.656634Z digest=sha256:6af50065389f97511d87e45464197f19bbe92759eae12c88565d7618e80e4606

Observation 8214a300-4405-4377-a4db-86d4813df020 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.820617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.660250Z digest=sha256:4e1a7003eacb8e8d7f2f539b7eff9018e8bee10aec55ea8664223c71f1678370

Observation 3e19019e-22f5-44f8-bd49-44fb4d24a8d7 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.809267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.663798Z digest=sha256:8b472a458fc7b64688213a3e1082e120260a183ad3e05ea6911a7c8ee91c23de

Observation ad6ec4ed-f0c3-4ec6-ba6c-0ae19c32d446 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.798862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.667447Z digest=sha256:84a576e7cc577219296ba04de8be5b66034bddd9dac7714bf7d90f1133c30574

Observation 40fa5a7f-29a4-42bf-9e54-4c4cb8945f9c · outbound

This paper cites Playing Atari with Deep Reinforcement Learning.

AI-driven materials design: a mini-review Playing Atari with Deep Reinforcement Learning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.670692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.670692Z digest=sha256:c6e0562643f26345fb08af7c271adf1dc6163bc45db25d5c69b3c83405d05859

Observation ee83feb8-bbe5-458e-b886-08b11b19781d · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.788042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.674590Z digest=sha256:d3237f0949f9a26025552f96a0ee86ae97d5cadb089e2b6206e6ec256fa0c3a5

Observation 83c1c256-f7c9-4e48-b258-b1d5ae2dd45c · outbound

This paper cites Auto-Encoding Variational Bayes.

AI-driven materials design: a mini-review Auto-Encoding Variational Bayes

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.678071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.678071Z digest=sha256:4e92081640347c2b9e4538224c724d8194a080f446872417bef2dbb92078e415

Observation 9d851a2c-b89b-4f07-abc4-a69ec30ce1f4 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.777158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.681733Z digest=sha256:8acd06eba1a53d7d23c8df7a6e71b2edf16f6aa51b2382d5cb8f3671ee368c3f

Observation 6d67225e-3fc0-4229-8f9f-bce5b2ec14b4 · outbound

This paper cites & Kavukcuoglu, K.

AI-driven materials design: a mini-review & Kavukcuoglu, K

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.766169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.685337Z digest=sha256:51f66c566b9efb9634555b1687c52058ca5bda6fa8b021df90f0fcaba8fd35aa

Observation 7ca5fe0e-d95f-40a1-a2f0-3c635a4d1226 · outbound

This paper cites & Abbeel, P.

AI-driven materials design: a mini-review & Abbeel, P

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.688666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.688666Z digest=sha256:c098f1574b9605771550fc1d5e424c736adb5c6d00554b8b30e4afe1e51b607a

Observation 34f7f57e-ae93-4916-a569-8d062a881430 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.748114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.691903Z digest=sha256:08a43ca3d51cbe1cc6799d30c5f1fb14682bed949fa9da3d767efe7f95fd2090

Observation 983e1234-cd4c-4dba-887c-50ba2d817f69 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.737242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.695155Z digest=sha256:0b6ea96f52f862b6481ed8dd506335d0b9eb462a1a52a1a60ce733939164b24a

Observation 2509501f-74f4-42c7-aa5f-151b07c8345f · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.726776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.698626Z digest=sha256:ed5dbad6c24012c711b4e2b691018416039a9df3aed418ad81da3000cce944c2

Observation 47747dbe-8f74-49a3-a2cd-bcd3ddda466b · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.716134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.701891Z digest=sha256:93ea01525bdbf6f4e0e94094f2c076fbbe378cd29f65fd9885152adac6f0453f

Observation dc8fb539-d786-427a-9d52-f555ae02ce40 · outbound

This paper cites Graph neural networks for materials science and chemistry.

AI-driven materials design: a mini-review Graph neural networks for materials science and chemistry

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.704741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.705244Z digest=sha256:0ddb0da97b033d6fb98024c4c4cd61e787bd9f23d10a4f26507acb6b93728852

Observation cdcd4ed9-a222-428f-81f0-f11a0b5e3725 · outbound

This paper cites & Grossman, J.

AI-driven materials design: a mini-review & Grossman, J

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.708518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.708518Z digest=sha256:0558aed585fc5a4e75b33b2b5edf18fb07f557c054a66af8878ba24fe517cabe

Observation d9b1e696-2ce7-4ffb-b807-befda909ce99 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.687539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.712330Z digest=sha256:ec05cc07d4f5647ab31da294a3fb7445b38bd6505e336a79c57b9c78bbd0ab4f

Observation 229831d3-dafa-410b-8a0f-365fd38766e9 · outbound

This paper cites A foundation model for atomistic materials chemistry.

AI-driven materials design: a mini-review A foundation model for atomistic materials chemistry

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.716017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.716017Z digest=sha256:22305401bf14c8404637f2ef9ab0db3faf59ed1e2db2a1edc804349f1fea8a68

Observation fbecda77-c4b1-4a57-ab74-b8149adee05c · outbound

This paper cites & Zhang, L.

AI-driven materials design: a mini-review & Zhang, L

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.676756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.720127Z digest=sha256:38d16a7b58bcadebed0bd32b0867c5143403cb4a8dbef0655f5b283947feebef

Observation 9d272e64-85ab-40aa-a6db-b22db8a3c9fb · outbound

This paper cites & Curtarolo, S.

AI-driven materials design: a mini-review & Curtarolo, S

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.666795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.723486Z digest=sha256:c12454a8d47477d1809ff769e734821160c8ed0a41f9df0374277eafd62faa88

Observation 9501153c-4291-46e4-9308-667586a8dfd3 · outbound

This paper cites High-throughput design of magnetic materials.

AI-driven materials design: a mini-review High-throughput design of magnetic materials

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.656386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.726763Z digest=sha256:41ff594060dfaf000a6f9c12bd10c9e2eeacb46acc1fb4eb3d06d0b2584472bf

Observation d58edfe7-5a49-4420-bc6e-380309445198 · outbound

This paper cites & Mahapatra, S.

AI-driven materials design: a mini-review & Mahapatra, S

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.645867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.730054Z digest=sha256:279c20684edc0eacb90d8ade7185aa22f302f9fc8f79da941abdd57d7a9cb5df

Observation f6bf0992-0223-4ff1-b03d-1ab96a237eab · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.635644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.733264Z digest=sha256:bf9a1889116124d891e1a4f1bf87feeeda6a2ad431088492d311fac59b6d7943

Observation ff7f3c81-d32d-43b8-a2eb-c8e2caa10464 · outbound

This paper cites & Oganov, A.

AI-driven materials design: a mini-review & Oganov, A

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.625554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.736698Z digest=sha256:9f044027e6395d38a953a091d1b1b72bf8c0ed79c3bf6f413ca5e722909f7493

Observation dbeeb055-91e5-4a66-bcb5-d8c76869a364 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.616043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.740218Z digest=sha256:cfafc29e8cb096aa91db3bf7f0899912b90c4e6ff9400b4c8707c1f1f2be9ed0

Observation 09257306-be73-4730-8543-54a86e634aa9 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.606421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.743732Z digest=sha256:3cfc619733d84592405111d6119950e214361e074136a6d5be7a7131c175effa

Observation 4416f217-bf6e-4170-b8a4-0d797be56d0b · outbound

This paper cites C., Lysgaard, S., Hummelshøj, J.

AI-driven materials design: a mini-review C., Lysgaard, S., Hummelshøj, J

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.595949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.747128Z digest=sha256:7760d77a4120216a0996667850df88a119a3ee23f036b3e38514be5ee10ff9db

Observation c6da3519-8f8c-49c7-bc54-10a6e8f63df7 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.585159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.750568Z digest=sha256:52eb7cfab084ca6f3dc7281074a27ecedfb8ea85836e3c3eb565c69b934727d9

Observation 612b6f85-f2c1-4e4f-8eaa-05f598b44681 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.573991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.753787Z digest=sha256:66f13cd484ab06d51a53b3570a101990db1322bbe22ba126fd43c22030b916f3

Observation 2c15de8e-be53-4779-ac70-f7a16aedd13e · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.563648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.757043Z digest=sha256:44905ed9b9fd7516ceef58e77e1be0f59022f80f4d618858fab5d33d862f8c8a

Observation 57f02aec-e323-428a-a1ff-768bbe64f5b5 · outbound

This paper cites & Wen, Y .-H.

AI-driven materials design: a mini-review & Wen, Y .-H

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.553220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.760323Z digest=sha256:19f7713fe93f639eb77e8eb93f8e967416472903a7e22f98557f4f7ab2640c5a

Observation 3797ab59-16f9-46b2-a83e-c23a6d039827 · outbound

This paper cites & Mizoguchi, T.

AI-driven materials design: a mini-review & Mizoguchi, T

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.541929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.763742Z digest=sha256:4ffdbdd49a1d76fa095556e85d54e04f071f7addeb669e0ac4538b777b57c995

Observation b85b6c62-f143-491c-bcea-f26f6f0d1e08 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.529663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.767420Z digest=sha256:7e5759be5612b0ff187d7fe34cf6cb96aa223553b644fa685f9f75bc8381cd3f

Observation 561021af-1959-4081-a5f2-ea765805b1e3 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.519270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.770796Z digest=sha256:344c9f21714bcf3e9d882dcf202775acf5d121c0a2cd2ea47b120bf162face2c

Observation 31bb900c-493b-44fe-a959-fe8a0c6545c9 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.508272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.774277Z digest=sha256:a572bf09c0dce57e92417909814f7e3105917849af9b454c093db7a6d9699236

Observation a9ad7be0-5c8a-4a2d-9368-a67078d53c66 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.497909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.777727Z digest=sha256:cf155c6b180fdc953904c615b77ee3dd3eb5a57888feb297e22d4dc55edcec6d

Observation d1380e7f-69bf-45b1-8ccf-748946ef5cd9 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.487587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.781028Z digest=sha256:4abf5814db7fdd26af3cf0e204bd9fc7d0a8590718e10e525ee54cebce4e1c2c

Observation 7702bfe3-c4d4-4e83-befd-12ca1499166c · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.784425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.784425Z digest=sha256:728763b4168a4ce9b34903cad7892c514d4d801b4e4dd8570a6e9b8932e2a762

Observation 414d95c1-28af-448a-9c05-bf1316364b08 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.470915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.787979Z digest=sha256:fc54e249f4f470df3ad72cd5a96b1bd2ceca2f2fb5efc23714b1aefcdf6918f1

Observation ea8b5b0d-8498-4656-9ba1-78ff5374e2a0 · outbound

This paper cites & Arroyave, R.

AI-driven materials design: a mini-review & Arroyave, R

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.459923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.791339Z digest=sha256:8a7048e980f5ddb3ee115e76862e5271ce13994f700479cb00210da31fdf7b43

Observation bf42184a-bc64-44f6-a8c3-080c01418b41 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.449429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.794690Z digest=sha256:013dfd64defc508fccb5a89c2272d16fd7106ee02d968c3bff9ebdbe1c0ace81

Observation 867d655e-f891-4e12-8584-75cfe49c2186 · outbound

This paper cites Compositional design of multicomponent alloys using reinforcement learning.

AI-driven materials design: a mini-review Compositional design of multicomponent alloys using reinforcement learning

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.439242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.797998Z digest=sha256:2ec3f1e4085fd2ed3733fd45cf4b4e4dbf279f8cd40dc9d240af1620c15a4dc4

Observation 9bfc7a54-7f7d-4f91-b40b-05229c861f32 · outbound

This paper cites & Luo, T.

AI-driven materials design: a mini-review & Luo, T

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.428888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.801476Z digest=sha256:69e769e48ed78643b3b5aa8720185c1605a292aac18234f4e5c66707c6ec70e2

Observation efdd0faf-6bb0-425e-b453-0e239761fde0 · outbound

This paper cites K., Garland, A.

AI-driven materials design: a mini-review K., Garland, A

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.418974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.804688Z digest=sha256:1630580e3e732b4654fea58bbe3dfbad68276459a04f35033199ee17e1b3c704

Observation 3b09748c-356a-4411-bac1-da5415d9186d · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.409010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.807970Z digest=sha256:2d8ae12a283bdeb836eec6fed934b6fb1d557e30ac22bf14b28df51d60704951

Observation 46946fc0-71ff-47b9-8ea4-7e1c48eb9577 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.399492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.811409Z digest=sha256:a7a9ac403648589dcfe83ad6d31dd62e57b8bbba9aac9b27f50cf4a79aeecc80

Observation ed3ed15e-e169-4826-8d7b-54801b2c7e33 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.389959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.814772Z digest=sha256:6cbdf5b962be1da96e2772c2e26ac93bafdf4d5d42fde06d117fd97fd74d70bb

Observation 800f6c84-9175-4050-bd05-284ce88e16d6 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.378948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.818376Z digest=sha256:d47ba56a8dc043822e300f97c2b47c743cacb4ef8c7e1a6f7cd0da14e94d3b0e

Observation 37a3301f-fbc2-40c7-9fe3-3b8c2bc5e440 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.368581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.822087Z digest=sha256:eab43e9da7e6b80375a81d5ed91766bb1b1ad3da12852dae55d4e878da1ad1eb

Observation 81d4197a-26f0-417e-ac6a-af33510aafb1 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.358979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.825507Z digest=sha256:8d44baf6f5aeab335db3007c1f8e02eaa0a3d7b52f33716ec83c50aee510bf1b

Observation 6992799f-b276-4dad-a1cf-0974a233eb03 · outbound

This paper cites & Tkatchenko, A.

AI-driven materials design: a mini-review & Tkatchenko, A

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.349035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.828887Z digest=sha256:f1faaa4f9bc28459712f6d5176bfc3c6a7f25eb3dfe643e35583d300acc0b78e

Observation ea5e5547-499c-4141-85b9-de3486b7d8a6 · outbound

This paper cites H., Aspuru-Guzik, A.

AI-driven materials design: a mini-review H., Aspuru-Guzik, A

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.338931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.832339Z digest=sha256:c8d7765017e1b107eae31ba8ff45f67afca1e435aaf4420a768cd96a5d185b09

Observation 97da3fff-e57a-443c-a2c3-6fc6e23d9118 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.328919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.835740Z digest=sha256:77659c5eda6996b1666e0bfaf975d2365f420839022c95bb90c483220c9e9719

Observation 075c1397-2f2a-4150-af0c-4a7ce1254e3e · outbound

This paper cites T., Nganbe, M.

AI-driven materials design: a mini-review T., Nganbe, M

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.838996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.838996Z digest=sha256:c7fdeaf2a60b7a129b19a49b2a3ebe5a8a9a089e05d2fcf4130768acf69eda78

Observation c607e5b7-efde-4121-8c68-e8dadd6913cc · outbound

This paper cites Crystal Diffusion Variational Autoencoder for Periodic Material Generation.

AI-driven materials design: a mini-review Crystal Diffusion Variational Autoencoder for Periodic Material Generation

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.842360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.842360Z digest=sha256:9b2a470713fd63dc509f1329004773f764439fc7f971ad4c6feb45b52c49e44b

Observation 2eb96ae7-e138-4b7b-b780-163705757228 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.318680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.846290Z digest=sha256:ae39d82e2b074c6349792f4d8e8529c73a2085715b6fc145243a21c2b2a53cdc

Observation 54950561-f56d-46b4-8731-238314a25803 · outbound

This paper cites Structural Constraint Integration in Generative Model for Discovery of Quantum Material Candidates.

AI-driven materials design: a mini-review Structural Constraint Integration in Generative Model for Discovery of Quantum Material Candidates

Reference 60

Resolution
verified exact
local_arxiv, observed 2026-08-09T10:44:03.167404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.850392Z digest=sha256:d739088598e7e7487022512cfa038a5b9e5d2f940d06074cf5a1a95579aff400

Observation d292c322-ff25-48ef-9186-2a80ff147767 · outbound

This paper cites & Kochmann, D.

AI-driven materials design: a mini-review & Kochmann, D

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.308356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.855208Z digest=sha256:c81ee7a4ed8ad9861bc2c47ce5745986587699b4bc3ae8f28f6bd0b66193a6ff

Observation fabda0ce-3cf1-47d5-8759-fd6906b625eb · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.297774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.859047Z digest=sha256:f006e5fa9ed9e23f22ed26cafe0cd3a530c24931440e99cd2a52d7bbdb803bdc

Observation b052f1bb-6566-4ba1-88be-92373abf2862 · outbound

This paper cites & Thygesen, K.

AI-driven materials design: a mini-review & Thygesen, K

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.286398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.862688Z digest=sha256:386e5eb42453be8f5ecb05c1667594bf91d09659a6c49dd3e68d808150f343a3

Observation 55a5c8ac-e6f8-40f1-be0a-c2619bba419e · outbound

This paper cites & Wu, Q.-S.

AI-driven materials design: a mini-review & Wu, Q.-S

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.275945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.866550Z digest=sha256:553e16cca2ed8de848e9c8d2311a971df3ff169c33bbae582c5cc028f076af3a

Observation f68835fb-ed1b-4e0c-ac59-fc4d6b0ead47 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.265236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.869930Z digest=sha256:71e9df60e41d6eba77a6b3be55821916d68135a97752f2ea24c7a98483bf89f5

Observation b37e6228-5152-4c41-8f81-759d214a9791 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:44:03.254240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.873286Z digest=sha256:c39e5821e827b8fad7df44c7141195763298ac92bfddceebdb8289fa0bc6acb7

Observation 08c9efe2-f3ac-4c96-8873-6d21d4c27f4f · outbound

This paper cites Flow Matching for Generative Modeling.

AI-driven materials design: a mini-review Flow Matching for Generative Modeling

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.877607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.877607Z digest=sha256:e24101274d4a3ccdc3438e857b7660504d8cc459646868f9c47105ac291c1789

Observation 220becda-f170-439b-840e-6fe56795b3a5 · outbound

This paper cites Consistency Models.

AI-driven materials design: a mini-review Consistency Models

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.882274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.882274Z digest=sha256:7ff2c68dcb830270f483c799d3f2466220bbdd0a3401e8ff08c9b05203b89048

Observation aba3bc23-6f6d-40e2-9df1-b1ae876926e2 · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.885935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.885935Z digest=sha256:4fb40418c3a9b54875c1140d7234191c099c5a39edb0cd39f0ae768091e7617a

Observation 9f13dd57-e82c-40e1-b93c-a36acd9d3b2f · outbound

This paper cites Attention is all you need.

AI-driven materials design: a mini-review Attention is all you need

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.243104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.889417Z digest=sha256:fed069aa56afd8b35598d96bf4d683cf6de051ba8eb3143818787d85b1ddb775

Observation 83f75375-5d3a-4294-8bf8-478ad928167f · outbound

This paper cites an unresolved cited work.

AI-driven materials design: a mini-review Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.892729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.892729Z digest=sha256:a513ed66adbe809c1741c7a52f77a9aaacd532461b97027857b5c27d2dcc3a6c

Observation ae0c0c71-5039-498e-a451-b5f9ea3a6e89 · outbound

This paper cites & Wang, L.

AI-driven materials design: a mini-review & Wang, L

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.895811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.895811Z digest=sha256:fb01412c164f71114615950586482f86ab50e50e394bd4a3b37845c2d4ce701a

Observation 929d61ac-8a49-4982-b718-a09143726f31 · outbound

This paper cites Fine-Tuned Language Models Generate Stable Inorganic Materials as Text.

AI-driven materials design: a mini-review Fine-Tuned Language Models Generate Stable Inorganic Materials as Text

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.899043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.899043Z digest=sha256:99292495e8465670603d24b12c6229d15bb90e56f9c2d1ce1cd4688f7334fdd3

Observation 39e03c6c-60ae-4f6e-844c-d1a5af67312d · outbound

This paper cites LLMatDesign: Autonomous Materials Discovery with Large Language Models.

AI-driven materials design: a mini-review LLMatDesign: Autonomous Materials Discovery with Large Language Models

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.902375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.902375Z digest=sha256:1ee3faafbf04034cd59315e08f6502eb7d26f2c44f4efbda27edcb62e871ce45

Observation 71ad7fb2-1f2f-4072-9515-8787f0e64e4a · outbound

This paper cites dZiner: Rational Inverse Design of Materials with AI Agents.

AI-driven materials design: a mini-review dZiner: Rational Inverse Design of Materials with AI Agents

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.906264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.906264Z digest=sha256:0427fee417b3101a54aacdcdbc5903ec71ae4da7a2cdea8dae521986a961bc69

Observation 8d3d64af-7b3b-49ad-8f4b-9d200417f9b8 · outbound

This paper cites Transforming the Synthesis of Carbon Nanotubes with Machine Learning Models and Automation.

AI-driven materials design: a mini-review Transforming the Synthesis of Carbon Nanotubes with Machine Learning Models and Automation

Reference 76

Resolution
verified exact
local_arxiv, observed 2026-08-09T10:44:02.975134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T10:44:02.909841Z digest=sha256:8c4ba77386e394888177e3be366a1b4e84076c1530d0adbb8eadb477646fd52d

Observation c7f36441-4908-4619-8076-d7849979b78d · outbound

This paper cites OpenAI o1 System Card.

AI-driven materials design: a mini-review OpenAI o1 System Card

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-09T10:44:02.913469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:44:02.913469Z digest=sha256:5d878b1f50aa53fea0583089e1b9a4ae26d53c3d48bb149b5ced643a6e199e21

Observation cd50c65f-1d8a-4011-a9db-422ef480c1b9 · outbound

This paper cites & Kanatzidis, M.

AI-driven materials design: a mini-review & Kanatzidis, M

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.226466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation f1e789c5-f18a-4966-b220-87a6c6ee00ac · outbound

This paper cites & Trassin, M.

AI-driven materials design: a mini-review & Trassin, M

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:44:03.215702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Pith citing papers

Observation 8ad3056b-e03a-4922-bcaa-cf18c7054e5a · inbound

Perovskite-R1: a domain-specialized large language model for intelligent discovery of precursor additives and experimental design cites this paper.

Perovskite-R1: a domain-specialized large language model for intelligent discovery of precursor additives and experimental design AI-driven materials design: a mini-review

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-22T00:30:49.223518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation e96241a5-ff44-4ced-8c8f-0f48e6a1683d · inbound

Enhancing Materials Discovery with Valence Constrained Design in Generative Modeling cites this paper.

Enhancing Materials Discovery with Valence Constrained Design in Generative Modeling AI-driven materials design: a mini-review

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T14:05:10.009650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 24ed9750-9d60-4a13-9a63-10c8fdbf4c29 · inbound

From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry cites this paper.

From Knowledge to Action: Outcomes of the 2025 Large Language Model (LLM) Hackathon for Applications in Materials Science and Chemistry AI-driven materials design: a mini-review

Reference 272

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:21:10.241642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 87739492-5d9e-4198-b371-066b292ff9e9 · inbound

General-purpose LLMs as Constrained Crystal Composition Generators cites this paper.

General-purpose LLMs as Constrained Crystal Composition Generators AI-driven materials design: a mini-review

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-07-01T19:56:11.228299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 0a5cff21-e937-49c6-810a-043de39fc225 · inbound

Charting the emergent low-dimensional manifold of quantum materials cites this paper.

Charting the emergent low-dimensional manifold of quantum materials AI-driven materials design: a mini-review

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-07-03T13:38:18.527472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation d217ca79-c159-4a08-9762-a7dd1301d64d · inbound

Substitution-Based Analysis of Structural Novelty for Generative Models of Materials cites this paper.

Substitution-Based Analysis of Structural Novelty for Generative Models of Materials AI-driven materials design: a mini-review

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-04T10:29:44.422072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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