Paper Citation Record · LEDGER

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training

As of 20 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2411.12352.

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

pith.paper-citation-record.v1
2411.12352 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:42:24.658108Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:53:30.317206Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:53:32.321907Z

Reference resolution

49 of 49 outbound references displayed

verified exact0
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External citation measurements

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Outbound references

Observation 1e64a298-477e-499a-af04-b72aa6467462 · outbound

This paper cites Nature 521(7553), 436–444 (2015).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 521(7553), 436–444 (2015)

Reference 1

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Observation 3dc17800-6b88-46a4-b37b-3224e4ac2454 · outbound

This paper cites Nature 323(6088), 533–536 (1986).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 323(6088), 533–536 (1986)

Reference 2

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Observation db437141-7f34-450e-922b-a4d68d41e08f · outbound

This paper cites Science 382(6676), 1297–1303 (2023).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Science 382(6676), 1297–1303 (2023)

Reference 3

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Observation b3ea2dbd-ad7b-4ebc-a6d0-67a31afdf03d · outbound

This paper cites Nature 601(7894), 549–555 (2022).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 601(7894), 549–555 (2022)

Reference 4

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Observation 6d8abdc4-5cd9-42b6-ac2e-52e7a810d357 · outbound

This paper cites Nature 588(7836), 39–47 (2020).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 588(7836), 39–47 (2020)

Reference 5

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Observation dcc0ae95-e869-44e8-85a1-cea30a0530a1 · outbound

This paper cites Nature563(7730), 230–234 (2018) 20.

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature563(7730), 230–234 (2018) 20

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.548472Z

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Observation 8bdf1f03-01ff-4635-b948-608512b66ca1 · outbound

This paper cites Nature 577(7790), 341–345 (2020).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 577(7790), 341–345 (2020)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.526675Z

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Observation 1ee0c133-e0ad-4e09-ac7a-336b374ce3cf · outbound

This paper cites Nature Electronics 3(7), 360–370 (2020).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Electronics 3(7), 360–370 (2020)

Reference 8

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Observation 34d51a6d-693c-48c8-80f0-121f53400ae8 · outbound

This paper cites Science 384(6692), 202–209 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Science 384(6692), 202–209 (2024)

Reference 9

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Observation 41a594ad-bd3a-43f1-9bc3-bfc5724b61d4 · outbound

This paper cites Nature Photonics, 1–9 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Photonics, 1–9 (2024)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.446029Z

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Observation 60ff89b4-d5e1-42e4-abe2-6f8e174bce5c · outbound

This paper cites Nature Photonics, 1–7 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Photonics, 1–7 (2024)

Reference 11

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Observation dacfbe4d-7114-4119-a8f6-06961ee5f45e · outbound

This paper cites Light: Science & Applications 13(1), 263 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Light: Science & Applications 13(1), 263 (2024)

Reference 12

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Observation ad8a8251-6b84-4674-8d88-b18daea7654b · outbound

This paper cites Nature 623(7985), 48–57 (2023).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 623(7985), 48–57 (2023)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.395315Z

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Observation 29d9601d-1adc-4410-ae3e-393ca7f888d4 · outbound

This paper cites Nature Photonics, 1–12 (2023).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Photonics, 1–12 (2023)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.364213Z

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Observation 82ef080d-f25f-4be9-9c7e-ab0b2ff22070 · outbound

This paper cites Nature Photonics 17(8), 723–730 (2023).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Photonics 17(8), 723–730 (2023)

Reference 15

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Observation 91bc5b16-3139-41dd-b8a0-68ef1a84e64d · outbound

This paper cites Nature 606(7914), 501–506 (2022).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 606(7914), 501–506 (2022)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.318500Z

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Observation 1dbf4a39-8d39-4ace-9a36-ebab3c16e89b · outbound

This paper cites Light: Science & Applications 11(1), 30 (2022).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Light: Science & Applications 11(1), 30 (2022)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.287986Z

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Observation 5be44f5d-2b5f-4c73-9268-8c89db94b589 · outbound

This paper cites Nature Electronics 4(11), 837–844 (2021).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Electronics 4(11), 837–844 (2021)

Reference 18

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Observation 9594768a-3821-4d6d-b2ad-ae0da85f6f4a · outbound

This paper cites Nature 589(7840), 52–58 (2021).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 589(7840), 52–58 (2021)

Reference 19

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Observation b96f852a-a973-4d25-8438-90c6e1506774 · outbound

This paper cites Nature Photonics 15(2), 102–114 (2021).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Photonics 15(2), 102–114 (2021)

Reference 20

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Observation cbe41c62-ebef-49ec-b626-536dd2dc3925 · outbound

This paper cites Nature Photonics 15(5), 367–373 (2021).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Photonics 15(5), 367–373 (2021)

Reference 21

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Observation d559bbf5-f750-4a84-a9d9-8822f3533d04 · outbound

This paper cites Science 361(6406), 1004–1008 (2018).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Science 361(6406), 1004–1008 (2018)

Reference 22

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Observation 3119e1a7-eca8-4a7a-a7c8-66043cc58150 · outbound

This paper cites Nature Photonics 11(7), 441–446 (2017).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Photonics 11(7), 441–446 (2017)

Reference 23

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Observation 1a487ad4-202a-496d-acd1-c3c2040a002a · outbound

This paper cites Science Advances 9(28), 3436 (2023).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Science Advances 9(28), 3436 (2023)

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.159948Z

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Observation 9f181916-6e39-4df6-ad24-7ace997d2d14 · outbound

This paper cites Optica 11(8), 1039– 1049 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Optica 11(8), 1039– 1049 (2024)

Reference 25

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Observation a27481b9-e201-4d11-a3db-bdb3c5618c10 · outbound

This paper cites Nature Machine Intelligence 5(10), 1119–1129 (2023).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Machine Intelligence 5(10), 1119–1129 (2023)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.120591Z

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Observation 51072343-de1c-4c78-b40a-c5d52d8b1e58 · outbound

This paper cites Optica 9(7), 803–811 (2022).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Optica 9(7), 803–811 (2022)

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:25.102040Z

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Observation 1ad672c2-d056-40dd-86a8-07e139a9c172 · outbound

This paper cites Laser & Photonics Reviews 18(4), 2300445 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Laser & Photonics Reviews 18(4), 2300445 (2024)

Reference 28

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Observation 42bf6ac3-cae6-4ccd-b143-96429dfe887d · outbound

This paper cites Nature Communications 14(1), 2535 (2023).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Communications 14(1), 2535 (2023)

Reference 29

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Observation 47dd87c7-bac0-43b8-bf80-99fd2d02401e · outbound

This paper cites Nature Communications 15(1), 6189 (2024) 22.

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Communications 15(1), 6189 (2024) 22

Reference 30

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This paper cites Opto- Electronic Advances 7(4), 230182–1 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Opto- Electronic Advances 7(4), 230182–1 (2024)

Reference 31

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Observation 5ec8bc6c-e9a7-4757-a69a-6cdbf88f0e3f · outbound

This paper cites Single chip photonic deep neural network with accelerated training.

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Single chip photonic deep neural network with accelerated training

Reference 32

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This paper cites Nature 632(8024), 280–286 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature 632(8024), 280–286 (2024)

Reference 33

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Observation 82be3bb0-7b7c-4978-b07b-bb2ec182e58a · outbound

This paper cites Science 380(6643), 398–404 (2023).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Science 380(6643), 398–404 (2023)

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.988741Z

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Observation de15aba0-0974-44f5-9baf-7672314f0c1a · outbound

This paper cites Nature Physics 20(9), 1434–1440 (2024).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Physics 20(9), 1434–1440 (2024)

Reference 35

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Observation 17442260-f2fd-4007-804e-a8d0ed1a72de · outbound

This paper cites Optica5(7), 864–871 (2018).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Optica5(7), 864–871 (2018)

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.947922Z

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Observation 357ef95b-ad48-4155-b08d-cb5594fa9acf · outbound

This paper cites Photonics Research 8(6), 940–953 (2020).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Photonics Research 8(6), 940–953 (2020)

Reference 37

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Observation c354da3b-e581-42be-ab53-412922433c2f · outbound

This paper cites Nature Communications 6(1), 6729 (2015).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Communications 6(1), 6729 (2015)

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.901409Z

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Observation 6175c88d-813d-44fb-b190-1feb0d3cb5d0 · outbound

This paper cites Nature Communications 13(1), 7847 (2022).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Communications 13(1), 7847 (2022)

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.882041Z

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Observation 0fc757eb-3748-4b40-85cc-c29497bf457c · outbound

This paper cites Optica9(12), 1323– 1332 (2022).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Optica9(12), 1323– 1332 (2022)

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.859963Z

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Observation cd0b077f-ecb2-4013-bcbd-87bb30505044 · outbound

This paper cites Advances in neural information processing systems 31 (2018).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Advances in neural information processing systems 31 (2018)

Reference 41

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Observation 1b6f0189-f19b-4a4d-8a2c-35c576a7c6ea · outbound

This paper cites In: International Conference on Learning Representations (2021).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training In: International Conference on Learning Representations (2021)

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.829745Z

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Observation 257240b1-2274-4d72-900f-8c18ca04c582 · outbound

This paper cites Proceedings of the IEEE 86(11), 2278–2324 (1998).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Proceedings of the IEEE 86(11), 2278–2324 (1998)

Reference 43

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Observation 145e0ed8-0cc2-4407-8d20-e5c4b49ba4e4 · outbound

This paper cites In: 2020 IEEE International Conference on Big Data (Big Data), pp.

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training In: 2020 IEEE International Conference on Big Data (Big Data), pp

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T17:42:24.630171Z

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Observation 4ac0bc39-dd14-4b74-9010-2cfd9e710a5a · outbound

This paper cites Nature Communications 13(1), 123 (2022).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Nature Communications 13(1), 123 (2022)

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.788881Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d031ee4f-0124-43b3-9d17-cebfbbc83bde · outbound

This paper cites Optica 3(12), 1460– 1465 (2016).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Optica 3(12), 1460– 1465 (2016)

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.772296Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1345e57a-9928-4d26-9ae3-ff85b94ddddc · outbound

This paper cites Optica 8(10), 1247–1255 (2021).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Optica 8(10), 1247–1255 (2021)

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.756172Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7f9e0d03-c724-4cc5-b52d-9e92ac4d084f · outbound

This paper cites Advances in Neural Information Processing Systems 35, 23439–23451 (2022).

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Advances in Neural Information Processing Systems 35, 23439–23451 (2022)

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T17:42:24.739427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f375da5b-8b63-4836-91f6-800db8cd4705 · outbound

This paper cites Physical Review Applied 11(6), 064044 (2019) 24.

Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training Physical Review Applied 11(6), 064044 (2019) 24

Reference 49

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Towards Understanding The Calibration Benefits of Sharpness-Aware Minimization cites this paper.

Towards Understanding The Calibration Benefits of Sharpness-Aware Minimization Perfecting Imperfect Physical Neural Networks with Transferable Robustness using Sharpness-Aware Training

Reference 77

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