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Paper Citation Record · LEDGER

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization

As of 13 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2512.14963.

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

pith.paper-citation-record.v1
2512.14963 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:59:01.423822Z

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 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

68 of 68 outbound references displayed

  • verified exact21
  • verified fuzzy0
  • unresolved44
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T15:58:55.613987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:55.613987Z digest=sha256:249ac8092398d67da8935cb5c1f796c0ced36512cbe609a4ed1ba943f8f42192

Reference 2

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:55.702319Z digest=sha256:4ee3f2bfd34991e888e52fbe578f726811fee110c5d55fb447dbbe31087e4d4f

Reference 3

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no resolver link, observed 2026-08-03T15:58:55.812768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:55.812768Z digest=sha256:8d4765e6ded7f81b73fa38b96b8220db70f76228b6f9e58416013bb6f9c97fbe

Observation dc7ed134-36f8-491e-90cc-6629cffc4707 · outbound

This paper cites Hill, The mathematical theory of plasticity, V ol.

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization Hill, The mathematical theory of plasticity, V ol

Reference 4

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:55.881846Z digest=sha256:a2e5e5be4953faed1e4cfb17a265d948fb371153253da78013b61967c8b6d729

Reference 5

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no resolver link, observed 2026-08-03T15:58:55.951434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:55.951434Z digest=sha256:ee9210a3a92e21aaadcef5dbecfaa69c87cda866efa86904201d69d95d224003

Reference 6

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no resolver link, observed 2026-08-03T15:58:56.036792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:56.036792Z digest=sha256:82600fdfe23e021344a8ede3930879ff17e43fb07a9dba3d713d1fba1c0626c2

Reference 7

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no resolver link, observed 2026-08-03T15:58:56.110949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:56.110949Z digest=sha256:d303bdea5f9c3629374d84330b4f310c9013d3a5d22ee4edabfe15e800f36063

Reference 8

Resolution
verified exact
doi, observed 2026-08-03T16:03:25.493085Z

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=2026-08-03T15:58:56.197123Z digest=sha256:a7db39710fd6464d9f8062fa7e7db2fcfd3cd13aec6d5bfd5e36adf425694c36

Reference 9

Resolution
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no resolver link, observed 2026-08-03T15:58:56.294829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:56.294829Z digest=sha256:113f2e75b8dbc46d4033cd73985ca3d33c32dd531709966ad3646e389dacd8ce

Observation cd2cea0b-7fe1-44f3-bba9-5e3cbd1cad0b · outbound

This paper cites Automatically Differentiable Model Updating (ADiMU): conventional, hybrid, and neural network material model discovery including history-dependency.

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization Automatically Differentiable Model Updating (ADiMU): conventional, hybrid, and neural network material model discovery including history-dependency

Reference 10

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no resolver link, observed 2026-08-03T15:58:56.385959Z

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source=pdf_text observed=2026-08-03T15:58:56.385959Z digest=sha256:467d54d5e7e94feef528375256bccb197caacbe838232f9b36462e748103c543

Reference 11

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no resolver link, observed 2026-08-03T15:58:56.485371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:56.485371Z digest=sha256:428f5c01cec85352dccf17c9ab4a9b0ef6fe8bb52d36f828b8dca6344cb118d3

Reference 12

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no resolver link, observed 2026-08-03T15:58:56.597076Z

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source=pdf_text observed=2026-08-03T15:58:56.597076Z digest=sha256:c986b90af60748d8d9471801f16dc3f5464cb3a74d8c497f2f7a9b7337f68725

Reference 13

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source=pdf_text observed=2026-08-03T15:58:56.710379Z digest=sha256:ca10e4d7db573b16abb106c2a9cd4fa8f6274a92f850dfa318d433169326c4a0

Reference 14

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no resolver link, observed 2026-08-03T15:58:56.770254Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:56.770254Z digest=sha256:dbb408689efbbaa9651d92e51bf6f155cca766928d3e29ad6fc154ff370cf798

Reference 15

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source=pdf_text observed=2026-08-03T15:58:56.864208Z digest=sha256:a57f063b806bdfc00723f9c077c71803abcb445db135960c9f71b17d421251ff

Reference 16

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no resolver link, observed 2026-08-03T15:58:56.913490Z

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source=pdf_text observed=2026-08-03T15:58:56.913490Z digest=sha256:fb3174eb008bed9b1207c803eba11c5be8d5a9fa50fe6627fbf3d70baf11fb6f

Reference 17

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:56.958798Z digest=sha256:10c532461cf98655ae05f49d8ff2b16c804ceb8cb093e87e3b76a255474e0156

Reference 18

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verified exact
doi, observed 2026-08-03T16:03:25.462565Z

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=2026-08-03T15:58:57.052976Z digest=sha256:a1cb4adafb3cfd1bc95f0773be225f9bd0551adbbda1b44aa8a07d35a15359c2

Reference 19

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verified exact
doi, observed 2026-08-03T16:03:25.448703Z

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

source=pdf_text observed=2026-08-03T15:58:57.180416Z digest=sha256:4f2cc30ee9e4a4a66763257083783f80454df5ce84c646e68fa84a81d39f3c54

Reference 20

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source=pdf_text observed=2026-08-03T15:58:57.280483Z digest=sha256:d330de83c9e13065569a10a8c6cce5d4cf6d45cfefa27f823133369498426406

Reference 21

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source=pdf_text observed=2026-08-03T15:58:57.359053Z digest=sha256:62a0d163f49e60348c6bb5d9e55ac56e1eb6963169acc00628c5730251171e6c

Observation db117d62-6a86-436a-81d2-f548d9e2eb82 · outbound

This paper cites Advancements in Constitutive Model Calibration: Leveraging the Power of Full-Field DIC Measurements and In-Situ Load Path Selection for Reliable Parameter Inference.

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization Advancements in Constitutive Model Calibration: Leveraging the Power of Full-Field DIC Measurements and In-Situ Load Path Selection for Reliable Parameter Inference

Reference 22

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local_arxiv, observed 2026-08-03T16:03:25.436098Z

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=2026-08-03T15:58:57.486401Z digest=sha256:559733d55bfbd8a33e2d96f46c27fd7cdd8fd879007399edd38d4cea981d5741

Observation f59114fa-cc3d-4701-973b-39d68b0243b7 · outbound

This paper cites Pierron, Material Testing 2.0: A brief review, Strain 59 (3) (2023) e12434, _eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/str.12434.doi:10.1111/str.12434.

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization Pierron, Material Testing 2.0: A brief review, Strain 59 (3) (2023) e12434, _eprint: https://onlinelibrary.wiley.com/doi/pdf/10.1111/str.12434.doi:10.1111/str.12434

Reference 23

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verified exact
doi, observed 2026-08-03T16:03:25.419922Z

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=2026-08-03T15:58:57.577292Z digest=sha256:afe4a3c84bfe7cf4f9142f99f76ddf2c99c5710a440af80e3cbe79917cf6a991

Reference 24

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verified exact
doi, observed 2026-08-03T16:03:25.407604Z

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=2026-08-03T15:58:57.674335Z digest=sha256:e7c2bdcfec89683735005c5d5897d8fc27ff8f33036568731c3a96cac7779e3a

Reference 25

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:57.750052Z digest=sha256:196f6986ff6aabfc2b577e07853a21093653f3ecbc1b53620f178beb351d5376

Reference 26

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source=pdf_text observed=2026-08-03T15:58:57.903490Z digest=sha256:82ed33b42cf8f46f4dec47ec44760f6dba31a9f32e70bd8a4af48f19d1be9280

Observation 4858fe9c-5b66-4bd8-8ea9-c786b836d629 · outbound

This paper cites Grédiac, Principe des travaux virtuels et identification, Comptes rendus de l’Académie des sciences.

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization Grédiac, Principe des travaux virtuels et identification, Comptes rendus de l’Académie des sciences

Reference 27

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source=pdf_text observed=2026-08-03T15:58:58.091084Z digest=sha256:5cb04c6651b4698735d34ea7d9039c9582910ceca7014e475d901facb2047bf5

Reference 28

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verified exact
doi, observed 2026-08-03T16:03:25.395579Z

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=2026-08-03T15:58:58.193498Z digest=sha256:2bc039153f2f190ebc36b5fd6a82a335262560bbb4a33a27c5d37d619b31d907

Reference 29

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verified exact
doi, observed 2026-08-03T16:03:25.384760Z

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

source=pdf_text observed=2026-08-03T15:58:58.297541Z digest=sha256:e4f2219d762e2ecbed57d065ee684383bbc98da6d4681999a588902e1c2b5525

Reference 30

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source=pdf_text observed=2026-08-03T15:58:58.418463Z digest=sha256:f2100db8106f7ca0458ebf121fa7dc8585492954db376fa23e313dcf176a37a8

Reference 31

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source=pdf_text observed=2026-08-03T15:58:58.503279Z digest=sha256:46934b8f91dd164a3dbe21b09cea8a486dbea23efd68aeb9c94ab31f64a1bfdb

Reference 32

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source=pdf_text observed=2026-08-03T15:58:58.626601Z digest=sha256:61b819e71b0e40f0d00762799999b53fb909b14500a3217b8b09de9fa92f0310

Reference 33

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source=pdf_text observed=2026-08-03T15:58:58.671204Z digest=sha256:028ec80bc123b5851c4f13b096d223d85a315a5298ff0c4612267255bbbd95fb

Reference 34

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source=pdf_text observed=2026-08-03T15:58:58.835907Z digest=sha256:03d68f05481dfe78d5c67e9c5bd4b616b73bb34987f13be497426a98877a0ae6

Reference 35

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source=pdf_text observed=2026-08-03T15:58:58.943908Z digest=sha256:4d2a5292932e09a8593cbab6a7f94c1087d2ea1e2aee86e57769b63fc8a5a007

Reference 36

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source=pdf_text observed=2026-08-03T15:58:59.052874Z digest=sha256:37a242ac40eaa57ec25e6ce1033282a1ac2c9085c2540ad8a0b6ea1a6f70a383

Reference 37

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verified exact
doi, observed 2026-08-03T16:03:25.358511Z

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

source=pdf_text observed=2026-08-03T15:58:59.127986Z digest=sha256:9601efcb3ad910c69e9353b5fc25ae7c4ecffd98487fc740687c8059dd2cfe7b

Reference 38

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verified exact
doi, observed 2026-08-03T16:03:25.347743Z

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

source=pdf_text observed=2026-08-03T15:58:59.207901Z digest=sha256:96e4721b65c072f996026256f337d2139301e2dea48e1d5c511628f404bc5b56

Reference 39

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verified exact
doi, observed 2026-08-03T16:03:25.336761Z

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

source=pdf_text observed=2026-08-03T15:58:59.261178Z digest=sha256:ba6ab312cced94dfbb4ac760b03479e9f26323db4fb3dd91149b08ed859b666d

Reference 40

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verified exact
doi, observed 2026-08-03T16:03:25.325069Z

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

source=pdf_text observed=2026-08-03T15:58:59.318916Z digest=sha256:1ad48e30a65aee3e6d6d21e94aeed88b07220392e4b7d23a35e4a5d49914fa3c

Reference 41

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source=pdf_text observed=2026-08-03T15:58:59.424914Z digest=sha256:2ce41175fa66ba04cc7d3079b5434dd4e4fa3a720262b8f8993d7d6196e18dd4

Reference 42

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:59.490289Z digest=sha256:a5724f72825864edbc17fe95b537ac2be557081ecfccaacaff5f864859e87ad1

Reference 43

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source=pdf_text observed=2026-08-03T15:58:59.550543Z digest=sha256:a462f353b822cebea2a2a6bf0480889ac4dd5c0c59d426f643936314a8053667

Reference 44

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no resolver link, observed 2026-08-03T15:58:59.624862Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:59.624862Z digest=sha256:6aea09dc0013d7f4ba0c919b16e2e7a8d58f6d4ced968a3f3cfbf95f49a7aa1a

Reference 45

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no resolver link, observed 2026-08-03T15:58:59.685656Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:59.685656Z digest=sha256:862a6a30da2cbb457744459ea1b44ad0f7dc708f08b399b1ce581d66da8b3b75

Reference 46

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:59.751338Z digest=sha256:ea72d4c4d774ffca418b413f57f07c58553a06672de13fcf1c81c8a09307d35c

Reference 47

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no resolver link, observed 2026-08-03T15:58:59.797646Z

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source=pdf_text observed=2026-08-03T15:58:59.797646Z digest=sha256:2325958ee433ac063a7113249f09f9f087c1e008552136e1508b2f8d0c3f5c61

Reference 48

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:58:59.836281Z digest=sha256:669a5aaa418871361dae72b429cf56ae3f4585c72c0ddc762b0e8156d2aef8f8

Reference 49

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no resolver link, observed 2026-08-03T15:58:59.889992Z

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source=pdf_text observed=2026-08-03T15:58:59.889992Z digest=sha256:b23989631100234af881f0c74aedcf96057c96fcfd4b849f325bd4aa97428d35

Reference 50

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:00.012062Z digest=sha256:7a25e0f260c8e93d1ca0a3991939945b3bd704fafbe91c0eba72954604bf31b1

Reference 51

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malformed identifier
no resolver link, observed 2026-08-03T15:59:00.083403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:00.083403Z digest=sha256:3a7f4b1cd3d38b2b812ae857b1de6cc792349fb460496877519ed55cab50a5ba

Reference 52

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no resolver link, observed 2026-08-03T15:59:00.147107Z

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source=pdf_text observed=2026-08-03T15:59:00.147107Z digest=sha256:8b0b89207e947c74709c8c22f54f5484ea88ed719a91c61e293d206e98279d37

Reference 53

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verified exact
doi, observed 2026-08-03T16:03:25.292694Z

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=2026-08-03T15:59:00.212919Z digest=sha256:c295675669b0294ff5c316945795babf2755f6cc7dfd5790e390627e0bca6e4b

Reference 54

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verified exact
doi, observed 2026-08-03T16:03:25.281637Z

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=2026-08-03T15:59:00.267433Z digest=sha256:072b6338ea3851732d2323d0bf5495eac4c77a2f9f3dc50316c8db470b9d9a02

Reference 55

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verified exact
doi, observed 2026-08-03T16:03:25.270137Z

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.

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Reference 56

Resolution
verified exact
doi, observed 2026-08-03T16:03:25.258777Z

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=2026-08-03T15:59:00.414105Z digest=sha256:79e1aeddc5b1f8bbbf9ac59d9959eba71c9f4ca160c9df5ae00b15701abe911f

Reference 57

Resolution
verified exact
doi, observed 2026-08-03T16:03:25.247875Z

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.

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Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-03T15:59:00.551181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:00.551181Z digest=sha256:0718197f8711f57e46042006a1ff83047b85ab9c1b6ff420c1cc48ef8bcddbf8

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-08-03T16:03:25.236431Z

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=2026-08-03T15:59:00.616394Z digest=sha256:0c2b7e5df7d17588ee9c95e962abbf8804b5198c59e294a69c20dc2ad424194f

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-03T15:59:00.673480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:00.673480Z digest=sha256:1d273362b2c7c02a730151b220be7865e6128ec1e546ef3fcaa854d19cb6029f

Observation 387bc029-e3ef-4b29-8552-18dbd4c9c995 · outbound

This paper cites Svanberg, The method of moving asymptotes—a new method for structural optimization, International journal for numerical methods in engineering 24 (2) (1987) 359–373.

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization Svanberg, The method of moving asymptotes—a new method for structural optimization, International journal for numerical methods in engineering 24 (2) (1987) 359–373

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-03T15:59:00.720954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:00.720954Z digest=sha256:86dbaa7256d21d3d2315a473c23249a5cf9452016bacd54b5e45e44b3f2f4042

Reference 62

Resolution
verified exact
doi, observed 2026-08-03T16:03:25.220272Z

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=2026-08-03T15:59:00.790694Z digest=sha256:c11977557613eaa9a2cde573c3649e69791315dfeeaede23497441be41632c38

Reference 63

Resolution
verified exact
doi, observed 2026-08-03T16:03:25.209871Z

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=2026-08-03T15:59:00.864392Z digest=sha256:5beabc5cf8f19202b82e010155718091eea319b5c2abba6a862ee882b189e730

Observation f292d764-33f2-4bde-9292-ae9c5807787d · outbound

This paper cites Sigmund, On benchmarking and good scientific practise in topology optimization, Structural and Multidisci- plinary Optimization 65 (11) (2022) 315.doi:10.1007/s00158-022-03427-2.

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization Sigmund, On benchmarking and good scientific practise in topology optimization, Structural and Multidisci- plinary Optimization 65 (11) (2022) 315.doi:10.1007/s00158-022-03427-2

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-03T15:59:00.941507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:00.941507Z digest=sha256:541a6ef749e951829e3d0208903c8a63ae858900fc71b9aeea295f145c2617e2

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-03T15:59:01.050474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:01.050474Z digest=sha256:6eae1c0fac19752d44972a86e8b9402456c936dbc7f953ec645c67b1f6cc7a1a

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-03T15:59:01.198418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:01.198418Z digest=sha256:1dea5405d969641d7795a3160c081e0d0e84529e4e7840a1f31e72f409b31d88

Reference 67

Resolution
verified exact
doi, observed 2026-08-03T16:03:25.191393Z

Source-reported events for the cited work

correction dated 2024-01-04. Source: crossref record 10.1038/s41467-023-44462-x->10.1038/s41467-023-42992-y:correction, observed 2026-07-11T03:02:12.927492+00:00. This notice travels one citation hop only.

source=pdf_text observed=2026-08-03T15:59:01.290310Z digest=sha256:dd34a9b62ab5a1b7bc2bf8a8826a29ca51d3c62c6e52307078cf91f478c07879

Observation 183a0777-843e-487b-92ef-01bff03f4bd6 · outbound

This paper cites Sigmund, Morphology-based black and white filters for topology optimization, Structural and Multidisciplinary Optimization 33 (4) (2007) 401–424.

Design of a specimen to train path-dependent deep learning material models from a single uniaxial test: eliciting strain diversity via automatically differentiable elastoplastic topology optimization Sigmund, Morphology-based black and white filters for topology optimization, Structural and Multidisciplinary Optimization 33 (4) (2007) 401–424

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-03T15:59:01.423822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T15:59:01.423822Z digest=sha256:2134202691436f02ce87da31b49d831579fcd91eedc8e54801e82286f450a3d7

Pith citing papers

No inbound Pith citation observations are available.