Paper Citation Record · LEDGER

Generative AI for Crystal Structures: A Review

As of 16 August 2026, this Paper Citation Record lists 100 of 138 outbound references and 3 inbound Pith citation observations for arXiv:2509.02723.

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

pith.paper-citation-record.v1
2509.02723 v1

Coverage vector

measured 100 of 138 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:39:48.873585Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:20:52.871973Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T23:18:39.752564Z

Reference resolution

100 of 138 outbound references displayed

verified exact7
verified fuzzy2
unresolved89
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dccbb47e-fe0f-49eb-b28b-0aadb584025a · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.483793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a08d5b85-5819-468a-8e88-e22891e835bf · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.488341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 244a6e09-9081-4f70-8632-2ee3fe24830f · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.492209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d99fca4-fa13-4771-b43b-a92dd8bb1153 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.496177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c45b64e9-cde1-4615-8152-e68379da937e · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.500264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15b4ab75-14a5-4ce1-8f44-399028021473 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.504490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 381f29e2-e190-45c7-97c0-2670ec3f2183 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.508449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa82e9af-10fa-48c8-aae9-08f053915969 · outbound

This paper cites Goedecker, Minima hopping: An efficient search method for the global minimum of the potential energy surface of complex molecular systems, J.

Generative AI for Crystal Structures: A Review Goedecker, Minima hopping: An efficient search method for the global minimum of the potential energy surface of complex molecular systems, J

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.512790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c6c3a39-49a0-4229-a498-704b680bde7b · outbound

This paper cites Yamashita, K.

Generative AI for Crystal Structures: A Review Yamashita, K

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.516917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe51328c-6b0f-4dc1-94ee-8b0470d62263 · outbound

This paper cites Falls, P.

Generative AI for Crystal Structures: A Review Falls, P

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.520941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 144a04e5-fe99-42b8-b92c-0eb9d1a8ee20 · outbound

This paper cites Auto-Encoding Variational Bayes.

Generative AI for Crystal Structures: A Review Auto-Encoding Variational Bayes

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.525490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06a6da1a-07b8-46da-ab2e-cecfac6468aa · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.530380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92c05642-b2fc-4dad-9f8b-2bd0fee3ccc9 · outbound

This paper cites Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks.

Generative AI for Crystal Structures: A Review Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.534373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46856bd6-f289-43bf-8779-65dcba13b644 · outbound

This paper cites Vaswani, N.

Generative AI for Crystal Structures: A Review Vaswani, N

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.538579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b677e48f-448b-4424-8201-ee1b28cd4b6c · outbound

This paper cites Rezende and S.

Generative AI for Crystal Structures: A Review Rezende and S

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.542815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01ba9025-ac2b-4976-873d-9ca6bc2857df · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.546895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2be17ecf-531c-4f18-9b5b-0f326796da80 · outbound

This paper cites Flow Matching for Generative Modeling.

Generative AI for Crystal Structures: A Review Flow Matching for Generative Modeling

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.550910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51199dee-9741-4da3-8c20-791fca4dc7f4 · outbound

This paper cites Dhariwal and A.

Generative AI for Crystal Structures: A Review Dhariwal and A

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.555188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02d00949-b594-4a54-ad7f-93053317018a · outbound

This paper cites Learning Gradient Fields for Shape Generation.

Generative AI for Crystal Structures: A Review Learning Gradient Fields for Shape Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.558967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba34691d-7508-428c-b555-213d0dfdddc4 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.563521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cc834d7-0cac-49ab-9f23-f15eecf7967e · outbound

This paper cites Sohl-Dickstein, E.

Generative AI for Crystal Structures: A Review Sohl-Dickstein, E

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.567466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e045dc3-4937-405f-9f1d-ee605066f8fd · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.571615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57741834-4c9e-45aa-a0c6-940a97ddb9b0 · outbound

This paper cites Song and S.

Generative AI for Crystal Structures: A Review Song and S

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.575647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2004c01d-0c5a-441d-85ee-269b9faea066 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

Generative AI for Crystal Structures: A Review Score-Based Generative Modeling through Stochastic Differential Equations

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.579567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 842df49b-6d18-4884-819a-f1330af23f51 · outbound

This paper cites Radford, K.

Generative AI for Crystal Structures: A Review Radford, K

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.583858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a8cc8b4-2ef6-4f6a-90c7-4998c6e31475 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Generative AI for Crystal Structures: A Review BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.587862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4192bf76-5f5d-4028-a2e4-952c76e979ae · outbound

This paper cites Brown, B.

Generative AI for Crystal Structures: A Review Brown, B

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.592315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3099559-9287-4581-913d-738b2d205a6b · outbound

This paper cites Revisiting Data Augmentation for Rotational Invariance in Convolutional Neural Networks.

Generative AI for Crystal Structures: A Review Revisiting Data Augmentation for Rotational Invariance in Convolutional Neural Networks

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:39:50.292948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d59a0841-7156-4c24-8c69-46b761b17616 · outbound

This paper cites PET-MAD, a lightweight universal interatomic potential for advanced materials modeling.

Generative AI for Crystal Structures: A Review PET-MAD, a lightweight universal interatomic potential for advanced materials modeling

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.600934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f509c97d-da6c-42af-907b-01340e164f5d · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.605239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdeb2f72-c56a-4311-8a2b-e64c805bdd85 · outbound

This paper cites Schmidt, N.

Generative AI for Crystal Structures: A Review Schmidt, N

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.609419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc47a8cc-0b4a-4029-8bea-77f0946b4c4d · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.614000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4d28e38-4bb9-4c71-b786-6bbfc1f81e21 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.618489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa6f12d-b6ab-4b0d-88e4-67d630938a20 · outbound

This paper cites Curtarolo, W.

Generative AI for Crystal Structures: A Review Curtarolo, W

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.622854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 484f202e-29c7-43b1-9bf4-1ff4e0f41ee5 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.627151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d0219ba-9e24-4ee3-aa40-cc59fe1166f1 · outbound

This paper cites Choudhary, K.

Generative AI for Crystal Structures: A Review Choudhary, K

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff1b9faf-d2c2-4b67-8c9a-74369d6224b6 · outbound

This paper cites Lehtola, C.

Generative AI for Crystal Structures: A Review Lehtola, C

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.635631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b5bbeb8-0077-4a0a-b1c6-af7e21fe66f3 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7853cff-3952-461e-b4aa-911d4f116233 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6928637-7bc3-4c16-89a8-78a5de846e12 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.647789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8f1842c-d9e4-4cd0-b8d9-1c4a5621f3c0 · outbound

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Generative AI for Crystal Structures: A Review A generative material transformer using Wyckoff representation

Reference 41

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Unavailable: canonical work link unavailable.

Observation 75ad0fd1-35cc-4368-a95c-0374cf16f92a · outbound

This paper cites Choudhary, K.

Generative AI for Crystal Structures: A Review Choudhary, K

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.655789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deed60b4-d774-4020-9632-ee6da7675145 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 43

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaf4e6db-4837-4744-9c69-c1e120244d07 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.663582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61c8a0a2-0ca3-4522-a737-e7efb59a1421 · outbound

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

Generative AI for Crystal Structures: A Review Crystal Diffusion Variational Autoencoder for Periodic Material Generation

Reference 45

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Observation aa772344-9c1d-4b49-9687-9a1f8f9ef85b · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 46

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Observation 984da08b-591f-482d-8aba-520f738310ba · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 47

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca9b1014-c3a8-4b1b-9867-30473b95a7fe · outbound

This paper cites CrystalGAN: Learning to Discover Crystallographic Structures with Generative Adversarial Networks.

Generative AI for Crystal Structures: A Review CrystalGAN: Learning to Discover Crystallographic Structures with Generative Adversarial Networks

Reference 48

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2103028-ffdb-42f2-80e1-807cf0954385 · outbound

This paper cites Data-Driven Approach to Encoding and Decoding 3-D Crystal Structures.

Generative AI for Crystal Structures: A Review Data-Driven Approach to Encoding and Decoding 3-D Crystal Structures

Reference 49

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Generative AI for Crystal Structures: A Review Study of Deep Generative Models for Inorganic Chemical Compositions

Reference 50

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Observation 3053fd51-fcac-4f37-babb-8b87088da691 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 51

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Observation 42905250-f6b1-4944-a39d-2e5e7c3939be · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

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Source-reported events for the cited work

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Observation 9bd05d46-5fdf-41e0-919c-7412a0f6fd89 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 53

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Source-reported events for the cited work

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Observation 0e3a3225-2bef-4a5a-8142-51d9128eb78e · outbound

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Generative AI for Crystal Structures: A Review Unresolved cited work

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Observation 35aad45f-edaa-4257-8554-d5be3be350c7 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 55

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Observation d2c1b98a-504c-4505-8644-381c3d57725f · outbound

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Generative AI for Crystal Structures: A Review Unresolved cited work

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Observation 2498731f-96ee-4866-999e-fc9d22f7be9f · outbound

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Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 57

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Source-reported events for the cited work

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Observation 1d8fca15-8f28-4f3f-a418-6d8be5187896 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

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Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 59

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Observation 9dbe1dea-8451-41a7-8255-14bc353f407e · outbound

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Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 60

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Generative AI for Crystal Structures: A Review Unresolved cited work

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Observation ea518bc1-296f-48e3-be55-365fc0d609a6 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 62

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Observation c4b77d11-c23e-4cd9-be21-f995cd47a03a · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 63

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Observation ac05ccb3-9476-4da2-8953-2f6525ee1b49 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 64

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Generative AI for Crystal Structures: A Review Language models can generate molecules, materials, and protein binding sites directly in three dimensions as XYZ, CIF, and PDB files

Reference 65

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Source-reported events for the cited work

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Observation 0b07a167-8d03-472c-b09d-8a4722db3029 · outbound

This paper cites LiMnO4 with orthorhombic structure.

Generative AI for Crystal Structures: A Review LiMnO4 with orthorhombic structure

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.478141Z

Source-reported events for the cited work

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Observation 19b34120-54cc-49a1-9fb8-ab3f89273a6b · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 67

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Observation 7b100038-f62d-49d1-9f91-fb0236eba82d · outbound

This paper cites Latent Conservative Objective Models for Data-Driven Crystal Structure Prediction.

Generative AI for Crystal Structures: A Review Latent Conservative Objective Models for Data-Driven Crystal Structure Prediction

Reference 68

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Observation 65b7c07f-1696-41c3-9f02-e74b0046fec1 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 69

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Observation 1166eba6-4244-4d80-8d54-de99fb3b1797 · outbound

This paper cites Towards Symmetry-Aware Generation of Periodic Materials.

Generative AI for Crystal Structures: A Review Towards Symmetry-Aware Generation of Periodic Materials

Reference 70

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:39:50.136861Z

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Observation 9368cf1b-72eb-44ea-81b0-aab27fa32b3f · outbound

This paper cites AI4Science, A.

Generative AI for Crystal Structures: A Review AI4Science, A

Reference 71

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Observation 9b637d91-b44a-42be-86f3-d5f2e05962bc · outbound

This paper cites Vector Field Oriented Diffusion Model for Crystal Material Generation.

Generative AI for Crystal Structures: A Review Vector Field Oriented Diffusion Model for Crystal Material Generation

Reference 72

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:39:50.050309Z

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Observation 792df978-6dae-4e92-b43a-0cc6eb13fdcc · outbound

This paper cites Novitskiy, V.

Generative AI for Crystal Structures: A Review Novitskiy, V

Reference 73

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Observation f178f647-8a7e-4772-ba26-df07617141c8 · outbound

This paper cites Pakornchote, N.

Generative AI for Crystal Structures: A Review Pakornchote, N

Reference 74

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Observation 9512b4ab-6d15-42ca-a64a-9444855313d8 · outbound

This paper cites Alverson, S.

Generative AI for Crystal Structures: A Review Alverson, S

Reference 75

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Observation bcffbac2-c521-4e4e-8541-1cc0bd4ed52a · outbound

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

Generative AI for Crystal Structures: A Review Fine-Tuned Language Models Generate Stable Inorganic Materials as Text

Reference 76

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Observation 5557275f-c3c1-48f4-ab4b-89795b162431 · outbound

This paper cites Crystal Structure Prediction by Joint Equivariant Diffusion.

Generative AI for Crystal Structures: A Review Crystal Structure Prediction by Joint Equivariant Diffusion

Reference 77

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Observation d4f6641f-dcd1-4fa6-9f4f-e2b4e8783ba5 · outbound

This paper cites Space Group Constrained Crystal Generation.

Generative AI for Crystal Structures: A Review Space Group Constrained Crystal Generation

Reference 78

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Observation 6c5b3e24-6ecd-4e7a-9241-39e9c3ac5b62 · outbound

This paper cites Ye, H.-M.

Generative AI for Crystal Structures: A Review Ye, H.-M

Reference 79

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Observation 17813f30-0d5e-43e4-b507-8c0c5dfd9472 · outbound

This paper cites Li and N.

Generative AI for Crystal Structures: A Review Li and N

Reference 80

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Observation 32ce111c-0c65-4e4c-9ee1-50e0607328a2 · outbound

This paper cites Scalable Diffusion for Materials Generation.

Generative AI for Crystal Structures: A Review Scalable Diffusion for Materials Generation

Reference 81

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Observation 71349d6f-ab5c-4e78-9149-f32b13c850c4 · outbound

This paper cites FlowMM: Generating Materials with Riemannian Flow Matching.

Generative AI for Crystal Structures: A Review FlowMM: Generating Materials with Riemannian Flow Matching

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.798139Z

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Observation 1e084e36-4909-4ccb-8b4e-f075ecf7a846 · outbound

This paper cites Representation-space diffusion models for generating periodic materials.

Generative AI for Crystal Structures: A Review Representation-space diffusion models for generating periodic materials

Reference 83

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Observation 0dcc727e-3f53-4a08-bf00-2ff045601448 · outbound

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Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 84

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Observation 7d6333c3-8d77-49a2-936b-47874ae00005 · outbound

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Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.810508Z

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Observation 31e28bcd-8960-4575-be3c-ca47df227ed2 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 86

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:39:50.725471Z

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Observation a221efc8-9d42-41c4-b6bc-2d42d08f45e5 · outbound

This paper cites Generative Hierarchical Materials Search.

Generative AI for Crystal Structures: A Review Generative Hierarchical Materials Search

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.818953Z

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Observation dc12d067-2091-4dfb-881f-f2d55a674380 · outbound

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Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:39:50.712077Z

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Observation 16707122-6a87-4630-85de-7244e9d33abc · outbound

This paper cites MatExpert: Decomposing Materials Discovery by Mimicking Human Experts.

Generative AI for Crystal Structures: A Review MatExpert: Decomposing Materials Discovery by Mimicking Human Experts

Reference 89

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Observation a2c23f6b-6e9f-4a10-955a-098280adb83a · outbound

This paper cites FlowLLM: Flow Matching for Material Generation with Large Language Models as Base Distributions.

Generative AI for Crystal Structures: A Review FlowLLM: Flow Matching for Material Generation with Large Language Models as Base Distributions

Reference 90

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:39:49.833713Z

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Observation 7480a7e0-3f77-42bd-8830-1707d54d21a0 · outbound

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Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 91

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Observation 383794eb-4c80-4fec-af1d-fd5f6ce6c9e1 · outbound

This paper cites M.Antunes, K.T.Butler,andR.

Generative AI for Crystal Structures: A Review M.Antunes, K.T.Butler,andR

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:39:50.680754Z

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Observation 8945e2c7-1d0f-4361-a73c-3e567a56ea06 · outbound

This paper cites Mohanty, M.

Generative AI for Crystal Structures: A Review Mohanty, M

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:39:50.666176Z

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Observation 6f06c7e9-3119-4485-91e0-badd387e81d9 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:39:50.651837Z

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Observation d26fa6b8-a22a-4e97-95e8-66c28e70a1ae · outbound

This paper cites Beyond Pairwise Interactions: Equivariant Hypergraph Diffusion for Crystal Structure Prediction.

Generative AI for Crystal Structures: A Review Beyond Pairwise Interactions: Equivariant Hypergraph Diffusion for Crystal Structure Prediction

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.851705Z

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Observation c4111eb5-ed66-409e-bdf6-ca7dd5ff8ed7 · outbound

This paper cites A Periodic Bayesian Flow for Material Generation.

Generative AI for Crystal Structures: A Review A Periodic Bayesian Flow for Material Generation

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.856491Z

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Observation abcd4601-5842-4262-9942-d664dac54e64 · outbound

This paper cites Transformer-Enhanced Variational Autoencoder for Crystal Structure Prediction.

Generative AI for Crystal Structures: A Review Transformer-Enhanced Variational Autoencoder for Crystal Structure Prediction

Reference 97

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:39:49.779368Z

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Observation 00601c6f-6399-4c2d-adfc-f37bd8c06fe6 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 98

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Observation f84f0a18-bf71-446e-ac82-37464ed775a3 · outbound

This paper cites an unresolved cited work.

Generative AI for Crystal Structures: A Review Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-15T16:39:48.869558Z

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Observation 0ee6103a-6781-4750-a764-1fab64a827d1 · outbound

This paper cites Invariant Tokenization of Crystalline Materials for Language Model Enabled Generation.

Generative AI for Crystal Structures: A Review Invariant Tokenization of Crystalline Materials for Language Model Enabled Generation

Reference 100

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:39:49.623969Z

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Pith citing papers

Observation d7655f2d-86b1-478d-84d1-9906da23d653 · inbound

AtomBench: A Benchmarking Framework for Generative Crystal Reconstruction Models in Conventional Superconductors cites this paper.

AtomBench: A Benchmarking Framework for Generative Crystal Reconstruction Models in Conventional Superconductors Generative AI for Crystal Structures: A Review

Reference 24

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Observation 655eae1a-65cc-44bc-ae97-d906a803ebe6 · inbound

Discovery and recovery of crystalline materials with property-conditioned transformers cites this paper.

Discovery and recovery of crystalline materials with property-conditioned transformers Generative AI for Crystal Structures: A Review

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T20:04:37.806946Z

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Observation 8113fcbc-9a22-44c4-9bf6-008e9e3eb7af · inbound

AI-Driven Expansion and Application of the Alexandria Database cites this paper.

AI-Driven Expansion and Application of the Alexandria Database Generative AI for Crystal Structures: A Review

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:18:39.754095Z

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