Pith. sign in

Paper Citation Record · LEDGER

Structure-Informed Learning of Flat Band 2D Materials

As of 10 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations 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 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.513915Z digest=sha256:12d4b1315d605799aeb1cc3e55d04156a99d8ff801bad6adccadc8d0ae7c88c4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.519227Z digest=sha256:a9cab37bfe8ad96982183f65bde756d2e7ebcd3cbbed04f59b19c6ad951eec37

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.523640Z digest=sha256:e6128f5fd18773820f6b7e4b43a15a5e695c2848231f5931665fb184003b3d38

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.527390Z digest=sha256:f0db74e2cff16d95406c48d6eedd8d318d20093ab7c6bfdc6e4878b70365a9aa

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.532097Z digest=sha256:6243f4801f373559d375fa25da88d02acce76a7280a36224bb3b4f84912ee3e4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.536263Z digest=sha256:05611efa3e7e4ff1029f020e4859c9779ec83b5a154dd8a311096892560d01d9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.540275Z digest=sha256:98a6cc423789f95a548c80ea17c526d74cddaa694a554724cb718e9def4453ec

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.543690Z digest=sha256:07a3b43820dbe2efdb7fe646c69d800102401aeae21c21b5c38e71fd2c10fc6a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.547095Z digest=sha256:5002e559baf92c84b02cea4f83df1d107952767d374e2b17e226fe7704384ff1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.550229Z digest=sha256:7308435e6a36bf5629077785dd9276a01a27b6ed2f79c8e2d5fef645ea7a93ae

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.554108Z digest=sha256:7f0ce784e898987fde8acf78cad288e90ffa2e6e493fca53c281e82366552eab

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.557867Z digest=sha256:146a86ab49cfb11c0a3b4790daf8536528f6a5849b83ea629c2c09a28168bcb6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.561284Z digest=sha256:0e5ed6ad8eb3a7fdec9ca8c53fb8fecd5892f8c5b6e6c8d37f48c03bd4d49f11

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.564657Z digest=sha256:1d29764b4ef6c02d0a29596ce02ec6dcc88de674e4e153fdcf37d739281cf279

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.568675Z digest=sha256:3f95dc9344922ea54b9f62839ca4c20c8f1594596dfb4b1f1287bfb4487c8906

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.572578Z digest=sha256:c360e0a35afb7404a2908063e98529d819b47c9eb75b179a61d52950f60ebd38

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.575827Z digest=sha256:f4bcedb1ccb03410b0713aa8fd3199d96640f6d9b0afde638fbdaa1e025dbc66

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.579439Z digest=sha256:19150ae893421bb25c3c98bf1e75e1654a99be77021284aa89bbed1a159ff864

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.583052Z digest=sha256:b5d2a65f776ef5ee997bbeacd980abd24a2cc34d24cf5c4b69d8158687070cbe

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.587168Z digest=sha256:b88a48124de969917291229ff00f021a42b4ac35cfa3bf1557dc2bc2bfab1b46

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.590718Z digest=sha256:e1abc6dd29a5950cde63cee63d0565b157dfbd43964ed75c8c396d97910b5a1e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.594741Z digest=sha256:4b50f7fdb93dcfc9e646fc52cf9912b4eea61423739eb33ce528f47ab1df91fe

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.598158Z digest=sha256:a6e9d628a16c8d43beb07ac30660f5183f716077c6a12f03914f5c03269d3b06

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.601805Z digest=sha256:8632aeb3c1020341a9723dc9f7a29188917f2c3e12d8ce8a41e33865fcda08c3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.605813Z digest=sha256:b94019d7e52933f13d8a1fd1e7be8a1a144d094f018c067d5c87784c24f4f10d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.609706Z digest=sha256:60f44736e077bbc218c9d52734e36aade94e994d49ac02765fddbac6f02eb5a3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.613190Z digest=sha256:6d6cf2286341fb2c4e313745c84b45805804306d632e6c5be93ce50051f6e5e5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.617572Z digest=sha256:9a1e72df5ea99c45f2a8b45b2a2f11c085db4af339cc09f92398273af4cfcf14

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.621365Z digest=sha256:b1ea4e69c3065d49d41e8a03769e1f98c3910dc2a7cd5e880550745f8caadde0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.624892Z digest=sha256:3879c35e3dc181fc596c51990729abb4a0b9a607cbf495c09ac067a8426c126a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.628865Z digest=sha256:1d1171104ef35426d96f56a869d23754efbace170a82d2e9fa9af238c14cd29d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.632838Z digest=sha256:d18200c44d3914fe40f2102b41a180ad4e1865aeeeb4626030d6352d3a90e1ff

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.636788Z digest=sha256:6997381bd6b8931ca2fe24494cd0e0d495bd37890919be5d34eb4e3963ea9cb2

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:eb615d7e715ba56d4043b4a02f5d2798a3c971cd6402ff86ef3749ed21afbe2f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.644567Z digest=sha256:9ed4c37bb2ca5623b0d4d998702d48e9eec72d5e3527047593c62c2211efc8c9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.648457Z digest=sha256:6daf71f47b74449604120ad7559367fc58b270732363bee90b71dadcb3443f7b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.653568Z digest=sha256:872125e7339765a31d6bbafbd73e159d97e583b485ee6c3c7536dd35c65cc57c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.657462Z digest=sha256:58a796f3a4e54576fab14e53bed7b3d0ccccb4e520bc5aa76554da120255b77d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.661162Z digest=sha256:73a98ff130ea87f0ca11bb7722bb9a4c4eb9cd6d0dbc46c23f0779115d490824

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:d0f5991cafda0b762fe67097b5b88fa3aff95cd5ede29af6f8978ae39ea82058

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=sha256:46dde36c9156fabfbcead892e0bc5982cf9121d3134a35fd4a0395fb8364d84d

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=sha256:2705782440c8f87cf4cf7a486ecb10c8c49cc7ee28e8837c1bacd0278eb7bb3a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.676667Z digest=sha256:60c8aa8bdebf07036b9664b3046c8568657925d5188c5e5d9f4f3534db7d4c2d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.680692Z digest=sha256:2115905553913ea6cbbd26f78f409f5cdc5ef86d497992eb2b8d72003dc21594

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.684497Z digest=sha256:ba61cd7461fed6baa7e68bb47133147da1673ddace91f9e639478b334be8bd7b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.688482Z digest=sha256:62cad5b422a043f3acecae04dfcef354dd84d64da848b12d8bb54172e971bdda

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.692154Z digest=sha256:7cd37e4d90d42ff9c05600bbc394cad9f17cec70aba114b5c7df5ecd78e1c326

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.695804Z digest=sha256:cc85f5a2e2fd699d6b348622e0558e8352d336a58d4cfde1b6ced8df71236fc1

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=sha256:1c17998c377583bed6042d677a025be0688cdc73fa1ce199bf70733387288722

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.704737Z digest=sha256:365b204649e923c044229c04c9800cebf786f64513512a15bb4cca70c89d7258

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.708205Z digest=sha256:96a57f3a904d5944e069df66b337ae6dd74e97765b742e4cca65fb2fb4bd106d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.712410Z digest=sha256:9152641951a3e241242179bbc10189e5a12b67215a03e9d75393da96d137f448

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.716113Z digest=sha256:cea6e600f8c412bcdfac3a1ebb1cf955ee47412eab73a23c7b1ca2d18c6913d3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.719646Z digest=sha256:0eb53bfd0e914c1033451604aedf4ec9eeacc9bd120cedf93bff525df6b6d67d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.722966Z digest=sha256:d0863d0c0f69faaa6c42496f4263c2d3ddcc6267db10b68dae34fc5324e71e3d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.727537Z digest=sha256:a34b58505ef13bd44b73fa647142f4a7a9aa45b368f000839980c147b2213990

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.731534Z digest=sha256:b3ebc4b87c35d3c622942e0c0675e9910fec8bf69d0be5b0e5011fabcf01f6f9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.735069Z digest=sha256:0408a647680a2c6aafed6b6379e17607a97a089ac6301a94dc1d243b934f7c89

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=sha256:5e871f2631a891b16d0dee592dab7fa3d2c4327b997aefe163d55ad605ee0268

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:c20effc3baa3f5036e3faf455ada6d58480f0b06f35ba483ea678913e7c391b2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.746735Z digest=sha256:91323f7441bc06e54797a1472f779d9a4744b6b5f2b05dbca5022b4cc8e66bb0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.750430Z digest=sha256:b72a19d260e7678c9e9e7ed11b736f0e624fff216b0967aae1dbe4979dce3ca4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.754099Z digest=sha256:98588e1aac3abe32385ed6a3340cb326075d30534f3db8d029a9f97a0b883b57

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.757570Z digest=sha256:577c1fabc618c28ad4cab1b2692fdb287a47f3bc5a9dd040cef2b3586cb098da

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.761122Z digest=sha256:a5dd3bd901e7700189d841c877374f22db803158f3d7a2f759a70ed924ceed92

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.765379Z digest=sha256:036c5250ffb8df2760be178000887008f226605107442a599aaa587c7eec3140

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T05:36:57.769389Z digest=sha256:af0ca4ad8423c8f7ffe623f38549ded114658a273b61c2a9da6d08ca64ddd7e0

Pith citing papers

No inbound Pith citation observations are available.