Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T10:44:02.920703Z
Paper Citation Record · LEDGER
AI-driven materials design: a mini-review
As of 19 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:05:10.009650Z
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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.
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 2026-08-19T06:32:44.657259+00:00.
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.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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.
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 2026-08-19T06:32:44.657259+00:00.
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.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
Observation 9bfc7a54-7f7d-4f91-b40b-05229c861f32 · outbound
This paper cites & 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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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.
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.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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.
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.
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.
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 2026-08-19T06:32:44.657259+00:00.
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.
Observation ae0c0c71-5039-498e-a451-b5f9ea3a6e89 · outbound
This paper cites & 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.
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.
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.
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.
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 2026-08-19T06:32:44.657259+00:00.
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.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.
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 2026-08-19T06:32:44.657259+00:00.