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Paper Citation Record · LEDGER

Structure-Informed Learning of Flat Band 2D Materials

As of 12 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 1 inbound Pith citation observation for arXiv:2506.07518.

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

pith.paper-citation-record.v1
2506.07518 v1

Coverage vector

measured 67 of 67 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:36:57.769389Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:58:42.952403Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T17:58:43.530702Z

Reference resolution

67 of 67 outbound references displayed

  • verified exact1
  • verified fuzzy54
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b614ec34-49d2-4797-8269-bb87c53944a7 · outbound

This paper cites Nature 556(7699), 43–50 (2018).

Structure-Informed Learning of Flat Band 2D Materials Nature 556(7699), 43–50 (2018)

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.759029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.513915Z digest=sha256:193b8cd33793c7c34a93ce75889e89effde702ef8557129bc63c9ac5ad76dd76

Observation b7bbe112-ad3a-4e09-86b6-af620af7b58e · outbound

This paper cites Nature Physics16(7), 725–733 (2020).

Structure-Informed Learning of Flat Band 2D Materials Nature Physics16(7), 725–733 (2020)

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.749833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.519227Z digest=sha256:c52639705eef921bbf034b54340af85cef44bc7b9a2b996440b2ff1414ef9950

Observation e5180444-6bec-4c3c-880e-393abc59c716 · outbound

This paper cites Physical review letters 126(2), 027002 (2021).

Structure-Informed Learning of Flat Band 2D Materials Physical review letters 126(2), 027002 (2021)

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.739835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.523640Z digest=sha256:9968d64f63e74eefbfd83f0e1adccad6d1e0132496b6e5fc16f05aa87a09a9d4

Observation c99006e3-9644-4f74-90a0-973570828ecc · outbound

This paper cites Physical review letters 121(9), 096401 (2018).

Structure-Informed Learning of Flat Band 2D Materials Physical review letters 121(9), 096401 (2018)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.730055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.527390Z digest=sha256:ab6a659513bc96b40e3ffe347876a1752cb92a5324edd5231758dc22e00032fa

Observation 06a72b85-f5b2-422c-b684-371fc864647b · outbound

This paper cites Physical review letters 106(23), 236804 (2011).

Structure-Informed Learning of Flat Band 2D Materials Physical review letters 106(23), 236804 (2011)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.719243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.532097Z digest=sha256:24f03922327c67701d03ce768121b52d8f5475aeed3178b31beaaa19d6670b0c

Observation db3b122d-9eaa-4e51-a160-ef5453ae5dbc · outbound

This paper cites Nature communications 2(1), 389 (2011).

Structure-Informed Learning of Flat Band 2D Materials Nature communications 2(1), 389 (2011)

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.709165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.536263Z digest=sha256:d4c897975feb95f45e00e586894d2d1fb955ed3b645952255e706341acd4459f

Observation e6c934e5-206c-4982-ae6a-f9ef5d5cbeea · outbound

This paper cites Comptes Rendus Physique 14(9-10), 816–839 (2013).

Structure-Informed Learning of Flat Band 2D Materials Comptes Rendus Physique 14(9-10), 816–839 (2013)

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.699008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.540275Z digest=sha256:1b07a9d35c69df43ef5a6647c2000b77b409a402f9cb71cc8051b3c3e7fb75ab

Observation 198b69cb-faaf-45ac-9478-eb8fd87dbce4 · outbound

This paper cites Chinese Physics B 23(7), 077308 (2014) 20.

Structure-Informed Learning of Flat Band 2D Materials Chinese Physics B 23(7), 077308 (2014) 20

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.689162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.543690Z digest=sha256:9e03a83d660d6e661bb130f73b6bf6cd40c9b44b69e551bde202f3ab266de63d

Observation 3d8a1f2e-2734-43b9-b72e-cd4f157284ad · outbound

This paper cites Nature communications 6(1), 8944 (2015).

Structure-Informed Learning of Flat Band 2D Materials Nature communications 6(1), 8944 (2015)

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.678860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.547095Z digest=sha256:1c1fffb915e4d9d8f50bce77497248f67c91fd93328410e57f523bc7b48aaf0f

Observation 2a6cc999-25fe-4b39-8335-240a73fb3c88 · outbound

This paper cites Advanced Functional Materials, 2416508 (2025).

Structure-Informed Learning of Flat Band 2D Materials Advanced Functional Materials, 2416508 (2025)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.668190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.550229Z digest=sha256:886d8372362dfead026277160194a7d4cbe139607c05acfca8bd29b834ccf6d8

Observation 780b67ab-ce6e-4a2a-9654-dbb7b1784e71 · outbound

This paper cites Physical review letters 114(24), 245504 (2015).

Structure-Informed Learning of Flat Band 2D Materials Physical review letters 114(24), 245504 (2015)

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.657916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.554108Z digest=sha256:42c13aeef6f3cae4a070a6011856f859fdd402bdee8b4c00bbacd4b3d332e198

Observation be556e2c-6450-4130-af51-1c585e7fedfe · outbound

This paper cites Physical Review B 100(23), 235145 (2019).

Structure-Informed Learning of Flat Band 2D Materials Physical Review B 100(23), 235145 (2019)

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.648643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.557867Z digest=sha256:ad537daa6ea26fa9abd21b503bb85ee1571892ba73a5e572b6325e951d8602cc

Observation 06035e0d-1bd5-4526-a12a-fcff0eb41389 · outbound

This paper cites Proceedings of the National Academy of Sciences 108(30), 12233–12237 (2011).

Structure-Informed Learning of Flat Band 2D Materials Proceedings of the National Academy of Sciences 108(30), 12233–12237 (2011)

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.638787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.561284Z digest=sha256:16e3b66a4663f86b73b666ea0ffc951db58cddc15c1556ef88830c440e03d124

Observation 85d7971e-b437-4f88-9cc1-ee1116461a41 · outbound

This paper cites Science 363(6431), 1059–1064 (2019).

Structure-Informed Learning of Flat Band 2D Materials Science 363(6431), 1059–1064 (2019)

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.627497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.564657Z digest=sha256:80496429e50cf9d5958bc918971ccdfd6e317a6e5ec675e12446b84bcf0835fb

Observation afc3579e-f181-4a97-bae3-a4c114d06d15 · outbound

This paper cites Physical review letters 122(10), 106405 (2019).

Structure-Informed Learning of Flat Band 2D Materials Physical review letters 122(10), 106405 (2019)

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.616959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.568675Z digest=sha256:eefe579e363ef51659aedaed1cca899c94e619e0dfa8744c8114adca19eae39b

Observation d2af520a-707c-4973-b2d0-d08cf7236b99 · outbound

This paper cites ACS nano 15(4), 5944–5958 (2021).

Structure-Informed Learning of Flat Band 2D Materials ACS nano 15(4), 5944–5958 (2021)

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.606918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.572578Z digest=sha256:2450314aecf40521bda07fb5e08cb178311409dc08ddbc7e1174073d73745961

Observation a8fc4f63-3b9d-4e57-97ae-67a9a21c31d8 · outbound

This paper cites Nature579(7797), 56–61 (2020).

Structure-Informed Learning of Flat Band 2D Materials Nature579(7797), 56–61 (2020)

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.596829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.575827Z digest=sha256:bef0ce323e9791c36358ade03e2df7fe7ce10d991d5dd1a09f5c61a8d264c15f

Observation fdf0940a-a81f-484a-b028-720455131a42 · outbound

This paper cites Nature Reviews Materials 5(10), 748–763 (2020).

Structure-Informed Learning of Flat Band 2D Materials Nature Reviews Materials 5(10), 748–763 (2020)

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.586251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.579439Z digest=sha256:987037e1576c13e597b20c6e3c90a7b5f8610b984c786354bb4a7ae9322c698a

Observation 1ca8d736-c319-426e-819d-0b0ee2c00a60 · outbound

This paper cites Nature 584(7820), 210–214 (2020).

Structure-Informed Learning of Flat Band 2D Materials Nature 584(7820), 210–214 (2020)

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.576059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.583052Z digest=sha256:b238249a056f3f3b43c068dcd017d7ad7a3446c42cf00d84728073abcd5e5dc6

Observation c0400e7d-fcda-41e9-8ddd-50b38bacec76 · outbound

This paper cites Physical Review B—Condensed Matter and Materials Physics 82(3), 035409 (2010).

Structure-Informed Learning of Flat Band 2D Materials Physical Review B—Condensed Matter and Materials Physics 82(3), 035409 (2010)

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.565261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.587168Z digest=sha256:07e7add7ad681077a81122bc0c6133bde6045dace2df04c5028ffb8884994a70

Observation b66cd4c0-53ca-4712-80ce-b5fce4d3dd55 · outbound

This paper cites Physical Review B 108(15), 155406 (2023).

Structure-Informed Learning of Flat Band 2D Materials Physical Review B 108(15), 155406 (2023)

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.554743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.590718Z digest=sha256:b9afba5b7cea285579f8f6dd159a9b57f942493ae1a802080fb98950f82de405

Observation 14e4d8a7-ee82-477f-a5c2-e965b5f3934f · outbound

This paper cites Physical Review Materials 5(8), 084203 (2021) 21.

Structure-Informed Learning of Flat Band 2D Materials Physical Review Materials 5(8), 084203 (2021) 21

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.543259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.594741Z digest=sha256:0161489e4cf980ae452e1a16245d6e8c27c9cf20823595f79a0e9ce7e81c2091

Observation 706e2dee-798d-4631-95c8-1ee0d9f84dd6 · outbound

This paper cites Scientific data 6(1), 86 (2019).

Structure-Informed Learning of Flat Band 2D Materials Scientific data 6(1), 86 (2019)

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.532133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.598158Z digest=sha256:295517946cdcc9ab3e977499f3b2addb566c52be531cb799a6c61400af1c3a74

Observation bc1f4776-3691-419d-a3ce-3148f73dd6af · outbound

This paper cites Nature 603(7903), 824–828 (2022).

Structure-Informed Learning of Flat Band 2D Materials Nature 603(7903), 824–828 (2022)

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.520839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.601805Z digest=sha256:fb1e2b739946ef8054e06048cec92ba2aae444457986b72b2bff4bd3f3148ccc

Observation f857e0d0-96e1-42c1-964e-c77fbc29473d · outbound

This paper cites Advanced Functional Materials 34(19), 2313067 (2024).

Structure-Informed Learning of Flat Band 2D Materials Advanced Functional Materials 34(19), 2313067 (2024)

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.510106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.605813Z digest=sha256:8f3e1438cfb53ed07805e76fc32472b9f07c7334dc12cdb9921adc4281c21635

Observation 8dd07c24-a884-42b1-a58a-4b8254081a3d · outbound

This paper cites Nature 566(7745), 480–485 (2019).

Structure-Informed Learning of Flat Band 2D Materials Nature 566(7745), 480–485 (2019)

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.497438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.609706Z digest=sha256:e69264f7f4f6e3bf277ea783302adf9aa44c13b3be130a02e843f4ec34203169

Observation ab4e8d84-5081-40dc-b164-9a4219ab2c4f · outbound

This paper cites Science 376(6595), 9094 (2022).

Structure-Informed Learning of Flat Band 2D Materials Science 376(6595), 9094 (2022)

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.482545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.613190Z digest=sha256:9dcf0660e82d3c70ae653e563a72b98d4f37f1a2e89a4d1e099fac9cb62f172a

Observation d95bc8ab-8898-4eed-b235-bd205476beac · outbound

This paper cites npj Computational Materials 9(1), 101 (2023).

Structure-Informed Learning of Flat Band 2D Materials npj Computational Materials 9(1), 101 (2023)

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.469893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.617572Z digest=sha256:1803881b782cee5bfe45a10acb94fba027a9ddef26bbdda8e63e050022ec15d2

Observation f1fd0ee0-774c-4e65-80e9-d3f7c4fd63c1 · outbound

This paper cites npj Computational Materials 10(1), 39 (2024).

Structure-Informed Learning of Flat Band 2D Materials npj Computational Materials 10(1), 39 (2024)

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.460533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.621365Z digest=sha256:ece1557d14bbbe161c40da31c402c6196c5ef84be52299c9e03741ac9977d930

Observation 06da025a-b46c-4f6e-9931-9eb10aa5c842 · outbound

This paper cites PLoS One 16(8), 0255637 (2021).

Structure-Informed Learning of Flat Band 2D Materials PLoS One 16(8), 0255637 (2021)

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.446999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.624892Z digest=sha256:ddc167e9860068a84d530efd2008d16988c909ff780c382b1a15726af143f91c

Observation bf7383dd-a698-4167-9d8b-4d70d254b098 · outbound

This paper cites Chemistry of Materials 30(12), 4031–4038 (2018).

Structure-Informed Learning of Flat Band 2D Materials Chemistry of Materials 30(12), 4031–4038 (2018)

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.437479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.628865Z digest=sha256:c2038e048cf4171955d6f7190b3636aab77755b7e505827e67720d8f19ed66a1

Observation 58fa58f1-13b4-4bb3-b9a2-34544367f053 · outbound

This paper cites Nature Communications 13(1), 468 (2022).

Structure-Informed Learning of Flat Band 2D Materials Nature Communications 13(1), 468 (2022)

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.428031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.632838Z digest=sha256:e49ecb825cf956e3d17b9fbd71384401e7c5134847d769e0d2b006543d4e0f81

Observation 122e4a74-8eaf-4c9c-b2e2-b15e0875f4f9 · outbound

This paper cites npj Computational Materials 5(1), 26 (2019).

Structure-Informed Learning of Flat Band 2D Materials npj Computational Materials 5(1), 26 (2019)

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.410981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.636788Z digest=sha256:d5803c66e401c10830282a4b489b90caa74dcefc586938408dccd393e6b36e12

Observation eb00d391-764d-4d07-8ab0-003b043ed6c2 · outbound

This paper cites arXiv 22 preprint arXiv:2411.16483 (2024).

Structure-Informed Learning of Flat Band 2D Materials arXiv 22 preprint arXiv:2411.16483 (2024)

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:57.640588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:36:57.640588Z digest=sha256:6580ceff4aff1ecdfdef94444e4cc681ff5686aa68aa1f41ae9a69a3a2ff2a7d

Observation 475bc6b0-e728-44cd-92db-442e3e521218 · outbound

This paper cites arXiv preprint arXiv:2501.03456 (2025).

Structure-Informed Learning of Flat Band 2D Materials arXiv preprint arXiv:2501.03456 (2025)

Reference 35

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:36:58.025730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.644567Z digest=sha256:62fdc4ca4c9cb314b329d97a11d16a6a52f1d4519ae6a2e70397cebe9ca1cab6

Observation 97528d50-5ea1-4c16-89ec-703c0b633d23 · outbound

This paper cites CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction.

Structure-Informed Learning of Flat Band 2D Materials CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction

Reference 36

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T05:36:57.863505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.648457Z digest=sha256:06992538169b35b8f4316151f2ce06176dd8b5af93343c42da56f40377f7e5c0

Observation e9c95deb-18ee-4c28-aca4-d927ab154198 · outbound

This paper cites JETP letters 94, 233–239 (2011).

Structure-Informed Learning of Flat Band 2D Materials JETP letters 94, 233–239 (2011)

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.396854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.653568Z digest=sha256:0e9d93e7ace7610e780fdd547dd40153c58bd39b847c082d026e01616668d1ea

Observation 7d807c82-49b7-4ecf-879c-0e00aa30c0d1 · outbound

This paper cites Science advances 4(11), 4511 (2018).

Structure-Informed Learning of Flat Band 2D Materials Science advances 4(11), 4511 (2018)

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.384635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.657462Z digest=sha256:ab1752db3b6e33f2a7cdf092caf59da46bbba0961bd25e1034da1470c2f039f7

Observation b87d0890-7c78-4223-a47b-66acae08af53 · outbound

This paper cites npj Computational Materials 7(1), 185 (2021).

Structure-Informed Learning of Flat Band 2D Materials npj Computational Materials 7(1), 185 (2021)

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.371620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.661162Z digest=sha256:d6198de4498805bc07a5bbb6abff961048e5e84e91ad7ebe4f5d4986d8f4e6c0

Observation 0c4ba35e-bada-4b99-9e48-d1e16c3ad243 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Structure-Informed Learning of Flat Band 2D Materials RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:57.664680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:36:57.664680Z digest=sha256:ee9ed484c95fbdd132e4a66f731be5f23a02d330055b9eaf8e34a0c44aaec20e

Observation 20d06771-edd2-4ce2-a9f5-3b1bfe36a50e · outbound

This paper cites UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.

Structure-Informed Learning of Flat Band 2D Materials UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:57.668232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:36:57.668232Z digest=sha256:4812f047206e1353bc40275de0c8811653fcb412fe629f571bb736fec0b0fe08

Observation 6a440774-b64d-405a-86e3-0f21b49adf68 · outbound

This paper cites Two-dimensional Topological Quantum Chemistry and Catalog of Topological Materials.

Structure-Informed Learning of Flat Band 2D Materials Two-dimensional Topological Quantum Chemistry and Catalog of Topological Materials

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:57.672534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:36:57.672534Z digest=sha256:8f0dac034901de093bd7adbef7a6397716eb040e55e0f39c1824967b833d720a

Observation f89e5812-e916-4531-b299-9cc8a8880369 · outbound

This paper cites Nature547(7663), 298–305 (2017).

Structure-Informed Learning of Flat Band 2D Materials Nature547(7663), 298–305 (2017)

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.361214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.676667Z digest=sha256:f5f56b9b55db0c15ea1e8849b9f4fd466b5f8bf5614035beb2d50c407389ea55

Observation 2d6065b8-9453-4dd6-aaaf-4d6bb9318855 · outbound

This paper cites Physical review letters 123(3), 036401 (2019).

Structure-Informed Learning of Flat Band 2D Materials Physical review letters 123(3), 036401 (2019)

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.349053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.680692Z digest=sha256:c01b64b958d1a889086ca047c7e7342ddbe24c046117adf8f84aa40303b28ec5

Observation 134b9f39-2a30-4d03-a8f5-b16c0c02047e · outbound

This paper cites Nano Letters 22(11), 4596–4602 (2022).

Structure-Informed Learning of Flat Band 2D Materials Nano Letters 22(11), 4596–4602 (2022)

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.337463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.684497Z digest=sha256:68835af016077b85608713d7dcec6cbe27267d24bba02a6aaca194ab8d4592f3

Observation 5573a76c-64b6-4b05-ac4e-d78f681f2b1c · outbound

This paper cites 2D Materials 8(4), 044002 (2021) 23.

Structure-Informed Learning of Flat Band 2D Materials 2D Materials 8(4), 044002 (2021) 23

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.326405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.688482Z digest=sha256:b23fa37b7b14935cf7915788e931ce82bcb8b06259f7de78c493492a6ecfb317

Observation db34b447-0c47-4194-865a-e3b5a846f364 · outbound

This paper cites https://github.com/bayesian-optimization/ BayesianOptimization.

Structure-Informed Learning of Flat Band 2D Materials https://github.com/bayesian-optimization/ BayesianOptimization

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.315543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.692154Z digest=sha256:239e6600377232035df56c5bbb520a022822c69e10ea66087a4706db9e6527fa

Observation 16584723-d9ad-4fd0-94d6-c78c59104680 · outbound

This paper cites an unresolved cited work.

Structure-Informed Learning of Flat Band 2D Materials Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:58.303500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.695804Z digest=sha256:8ec19d1ec84982f0916c9216bbea3c3367d88965354347835c7581dae8a17369

Observation fe3ad85b-7d0c-47df-890c-c74dda6f72c2 · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.

Structure-Informed Learning of Flat Band 2D Materials PyTorch: An Imperative Style, High-Performance Deep Learning Library

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:57.699599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:36:57.699599Z digest=sha256:82630236de3e20ec873a683deaf5a1a59fab2ef85b734e753a8d89572519874f

Observation d897f46e-15ec-4bcc-b674-0c41e5655e47 · outbound

This paper cites In: ICLR Workshop on Representation Learning on Graphs and Manifolds (2019).

Structure-Informed Learning of Flat Band 2D Materials In: ICLR Workshop on Representation Learning on Graphs and Manifolds (2019)

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.291517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.704737Z digest=sha256:711b5e7ccb3c3b512c8cccc9355703871af34f0e20602a8615e603d236fcd982

Observation 7975b11e-546e-474f-abea-cad8f54f56c6 · outbound

This paper cites the Journal of machine Learning research 12, 2825–2830 (2011).

Structure-Informed Learning of Flat Band 2D Materials the Journal of machine Learning research 12, 2825–2830 (2011)

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.280016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.708205Z digest=sha256:15d31ee91a01d3880f59781489a8c0a92373486d6017660be8dc5a59bd7dc572

Observation 198541cc-7574-468d-8ecd-1533d43c3d99 · outbound

This paper cites Computational Materials Science 68, 314–319 (2013).

Structure-Informed Learning of Flat Band 2D Materials Computational Materials Science 68, 314–319 (2013)

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.268870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.712410Z digest=sha256:f0b7f0591323ed1b8e720a605cdd39e10bc0042552f0a3d0cc4607790f825e8a

Observation bb3a3b3b-a393-45eb-bf5c-4a6ea5d6a4fd · outbound

This paper cites Nature methods 17(3), 261–272 (2020).

Structure-Informed Learning of Flat Band 2D Materials Nature methods 17(3), 261–272 (2020)

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.256862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.716113Z digest=sha256:e31652c5841d3f13a8b48e72d620af43ea15bc4d39ef11e13f2eef948ad2136e

Observation 7f56c7ef-cd04-461b-ae8b-8bafc7ea1def · outbound

This paper cites In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, pp.

Structure-Informed Learning of Flat Band 2D Materials In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, pp

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.245040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.719646Z digest=sha256:074eec2ccd83ce87b83b978937f2649fc989a574bdb15e6bcd7c8bd0d5b093f5

Observation 377cfcd7-d0b1-4432-b7d7-3cbce5f7e4cf · outbound

This paper cites an unresolved cited work.

Structure-Informed Learning of Flat Band 2D Materials Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:58.233177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.722966Z digest=sha256:ea4507ac55258206120c10fe3dee16e8a1a9851e855ad792d7b392fe0e6ead3e

Observation 95436556-8de4-4421-bcac-75f34c0e00e3 · outbound

This paper cites Computational Materials Science 50(8), 2295–2310 (2011).

Structure-Informed Learning of Flat Band 2D Materials Computational Materials Science 50(8), 2295–2310 (2011)

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.220592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.727537Z digest=sha256:dea109a4315a0193ed325316cc24e075aec41de9fa261d5efe75338c71733419

Observation 0f51b8b9-1ed9-4a0f-be03-075290565be8 · outbound

This paper cites Computational Materials Science 68, 314–319 (2013) 24.

Structure-Informed Learning of Flat Band 2D Materials Computational Materials Science 68, 314–319 (2013) 24

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.208791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.731534Z digest=sha256:17def903b0102feae26d6652a6cd9ad61a65fcc734e760f195090d50adbbbb92

Observation f472d91d-0d26-404e-9c25-56616c2d7b54 · outbound

This paper cites Computer Physics Communications 261, 107760 (2021).

Structure-Informed Learning of Flat Band 2D Materials Computer Physics Communications 261, 107760 (2021)

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.196770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.735069Z digest=sha256:f475b72330442fea94d22852d4c97245b5a097f40f1e0246ffb799581c71e357

Observation e4130886-604d-4584-a2de-68e2398c8370 · outbound

This paper cites an unresolved cited work.

Structure-Informed Learning of Flat Band 2D Materials Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:57.738745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:36:57.738745Z digest=sha256:20a39719fd56f22f8c22c09192c4106389ba74de365d4ce983de7bd8f70d5675

Observation 7e22d612-81f2-406e-8d61-c088bcbe9abc · outbound

This paper cites an unresolved cited work.

Structure-Informed Learning of Flat Band 2D Materials Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:57.742731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:36:57.742731Z digest=sha256:b96c1f69308b374acf1b3dba15d465ed4b1feaad704f4e0fc3897fd5cfb6d2cf

Observation b31fc71e-41d5-46e6-a2de-620f40ae6896 · outbound

This paper cites Science bulletin 67(6), 598–608 (2022).

Structure-Informed Learning of Flat Band 2D Materials Science bulletin 67(6), 598–608 (2022)

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.184955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.746735Z digest=sha256:f1d342fac03df47d76df5ac6cfc15b65d62416c191e849c31eb4972464e86049

Observation ad308320-f216-47f7-9c9a-94cf102b7358 · outbound

This paper cites Physical Review B 103(20), 205133 (2021).

Structure-Informed Learning of Flat Band 2D Materials Physical Review B 103(20), 205133 (2021)

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.171613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.750430Z digest=sha256:286ffc6e17341859ba348479dbf9d57a21c7751b58787354c14a9d2db505c5a7

Observation 8874e9b1-36b0-4607-89a2-ab4e587c5c18 · outbound

This paper cites an unresolved cited work.

Structure-Informed Learning of Flat Band 2D Materials Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:58.158013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.754099Z digest=sha256:66b15ae0261a4bbcbb3acd88666948a61b549192f91c2918f2dae4f913ed4b3b

Observation 2a6a5b8a-8742-47b1-bc7a-c2d434100acf · outbound

This paper cites databases and crystallographic computing programs.

Structure-Informed Learning of Flat Band 2D Materials databases and crystallographic computing programs

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.146249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.757570Z digest=sha256:761177c98946b6b87624deeb4e252fc235ab029e3ad8e9959423eec16c93b06a

Observation 0a5d3484-5375-4e54-b76b-52502e8cb73e · outbound

This paper cites an unresolved cited work.

Structure-Informed Learning of Flat Band 2D Materials Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:58.133451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.761122Z digest=sha256:ac5ef9057b80ed90ad9c39b4b29bfd2b390f616ba4b781a6c421aff6275dd922

Observation cc986b30-6603-4355-bfec-0956f49292c5 · outbound

This paper cites Computer Physics Communications 251, 107080 (2020).

Structure-Informed Learning of Flat Band 2D Materials Computer Physics Communications 251, 107080 (2020)

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.121291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.765379Z digest=sha256:2198f530652f3841f84655d62ad338ccccd73c96889713b1fd4ef86f8eaee392

Observation 691370cb-90c2-4eef-912a-29ea17756354 · outbound

This paper cites Computer Physics Communications 297, 109063 (2024) 25.

Structure-Informed Learning of Flat Band 2D Materials Computer Physics Communications 297, 109063 (2024) 25

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:58.109173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-07T05:36:57.769389Z digest=sha256:f65002655d47f294cfb7f1a3d8ce7462c8d66d06f6929ee68832e07d6c94b3de

Pith citing papers

Observation b1d6040b-5de7-43c9-9f54-cdb4760fd45a · inbound

Strain-Tunable Topological Phase Transitions in Line- and Split-Graph Flat-Band Lattices cites this paper.

Strain-Tunable Topological Phase Transitions in Line- and Split-Graph Flat-Band Lattices Structure-Informed Learning of Flat Band 2D Materials

Reference 156

Resolution
verified exact
local_arxiv, observed 2026-08-10T17:58:43.537391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T17:58:42.952403Z digest=sha256:51268c61ce9e0e1708b58f734dfe14deade49f9aa20051e98b6d2922c56b2094