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Paper Citation Record · LEDGER

High-Capacity Generalized Hopfield Networks

As of 23 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2608.08226.

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

pith.paper-citation-record.v1
2608.08226 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:22:25.682395Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

46 of 46 outbound references displayed

  • verified exact7
  • verified fuzzy11
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f565d888-00dd-4050-bbd6-0c8cab4cdafc · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 1

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 624e07ee-b514-4e3a-a50c-64d6795155f1 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-12T00:22:25.461134Z digest=sha256:a87eacad61d0ca2e9656fe49366122e57996d4cce35e6b7658dbf153e635239e

Observation 37981ffe-cfef-4a8c-a24a-9ba9152ad09b · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 3

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 048e1107-72ad-4302-afd4-dbdfc0a842b1 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 1b4bfd62-24d5-4513-b26e-87785135454a · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 5

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 34ab4a7c-5ecf-4716-b183-45dc4c2da58a · outbound

This paper cites Quantum-stabilized patterns in a vector Hopfield network.

High-Capacity Generalized Hopfield Networks Quantum-stabilized patterns in a vector Hopfield network

Reference 6

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local_arxiv, observed 2026-08-12T00:22:26.113133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.482017Z digest=sha256:13b8e8aa085b52137ce586f94d36970f212bf0f07eb735c96d2e2a9e7e9ecfc2

Observation ef3a12bc-41c5-4028-ba60-5bf4933192d1 · outbound

This paper cites Nicoletti, F.

High-Capacity Generalized Hopfield Networks Nicoletti, F

Reference 7

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verified exact
raw_fallback, observed 2026-08-12T00:22:26.090692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 563fd015-b8b2-414b-9d98-4c6131f4832b · outbound

This paper cites Kanter, Potts-glass models of neural networks, Phys.

High-Capacity Generalized Hopfield Networks Kanter, Potts-glass models of neural networks, Phys

Reference 8

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raw_fallback, observed 2026-08-12T00:22:26.543282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 915227e8-aa79-4343-8c14-5b3eafa4c7f6 · outbound

This paper cites Kropff and A.

High-Capacity Generalized Hopfield Networks Kropff and A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:22:26.527676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.496898Z digest=sha256:9d1bd1b15515f2824f817663886a93a4a337e9823162671d41d444e1ab18527c

Observation a929bccf-a07e-4e77-bfaa-585024d1118f · outbound

This paper cites Dense Associative Memory for Pattern Recognition.

High-Capacity Generalized Hopfield Networks Dense Associative Memory for Pattern Recognition

Reference 10

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no resolver link, observed 2026-08-12T00:22:25.501578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.501578Z digest=sha256:1fe8ca0ece6a1c1ae33de71d4ee08842508795dffb5f601abaff7fb605b7fe98

Observation 9b16d439-c2f1-4ed1-80ca-244c0059b1c8 · outbound

This paper cites Demircigil, J.

High-Capacity Generalized Hopfield Networks Demircigil, J

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.506590Z digest=sha256:52fab4c21ce6b239032a7b6b323fcc44f7ca8389f30a40b8095636edc0f05e20

Observation dfb8eac0-5a3d-4d31-93e9-964f6c30bcbb · outbound

This paper cites Quantum-to-Classical Correspondence and Hubbard-Stratonovich Dynamical Systems, a Lie-Algebraic Approach.

High-Capacity Generalized Hopfield Networks Quantum-to-Classical Correspondence and Hubbard-Stratonovich Dynamical Systems, a Lie-Algebraic Approach

Reference 12

Resolution
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local_arxiv, observed 2026-08-12T00:22:25.976846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.511246Z digest=sha256:bf177d7ec6ccbb5d1012f9105990332fd33beef78ae1f7fa2bbefb6a5e7e2c4f

Observation ed6e4854-bf53-4349-97bd-218812322499 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-12T00:22:25.516989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.516989Z digest=sha256:d5d8b06c78d2a6e71593d9857916f0013cb794c2b8a6374df167b2ea6f316ca6

Observation c7275e17-299f-4f8f-b831-b0f420b2f853 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:22:26.486248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 18b79b00-307b-490b-adb3-9091a57e8c3d · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:22:26.470423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.526504Z digest=sha256:b9c57acd1e7d9a31f29f77b76548ca86f6c59fb5e9c4a417bebf2828355aba80

Observation f3b56cb4-36dd-4f1e-98e4-649fa0e3cab8 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.531151Z digest=sha256:0154bf8feda6b95ccad4c41826ffbb06a6ad82a840bd5da52454767fe8638895

Observation f8c061d1-d773-4be4-ba61-8c61f1976ea4 · outbound

This paper cites Boll´ e, T.

High-Capacity Generalized Hopfield Networks Boll´ e, T

Reference 17

Resolution
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raw_fallback, observed 2026-08-12T00:22:26.439477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.535650Z digest=sha256:0ba9a0336c0c7ba3d26a064e5766ddaa6ececfd685d11e072e50b12baff682df

Observation be3c594b-648d-42ae-803f-12d2a667698d · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 18

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no resolver link, observed 2026-08-12T00:22:25.540703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.540703Z digest=sha256:fa7bbcc7573fc20a51ae3ce4ee53bad5dbc53a6cb1aef835b679e8bbdf1a242d

Observation c7b37d3d-f31f-48e7-8f0e-847c9293ba9a · outbound

This paper cites Sherrington and S.

High-Capacity Generalized Hopfield Networks Sherrington and S

Reference 19

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source=pdf_text observed=2026-08-12T00:22:25.545084Z digest=sha256:1a4a25124e363ceb671f4c718c5bd291b2908bba68274d96de9dcf5fa5bdacb4

Observation 16b79dc9-e7d2-47f3-bf1b-2a28376e97c7 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 20

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raw_fallback, observed 2026-08-12T00:22:26.404587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation b5e25808-b865-493f-ac00-cfa03376a73e · outbound

This paper cites Parisi, Infinite number of order parameters for spin- glasses, Phys.

High-Capacity Generalized Hopfield Networks Parisi, Infinite number of order parameters for spin- glasses, Phys

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 8b80d3e0-09a5-44e2-8267-bbdee797ed07 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation 53b406fd-d23a-41d8-b133-cbfdd781344c · outbound

This paper cites Zhang, M.

High-Capacity Generalized Hopfield Networks Zhang, M

Reference 23

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raw_fallback, observed 2026-08-12T00:22:26.357349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation ededd0d5-cd68-4fe1-a609-ae57fe16bd66 · outbound

This paper cites Ringbauer, M.

High-Capacity Generalized Hopfield Networks Ringbauer, M

Reference 24

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source=pdf_text observed=2026-08-12T00:22:25.568963Z digest=sha256:02518175ba6993629fc4dd92bf7fcb9403f5fbb606b3e6d31a828eed94c3ba5b

Observation 5355341c-3c3e-4ace-a19c-29d0aa2ad8e9 · outbound

This paper cites Senko, P.

High-Capacity Generalized Hopfield Networks Senko, P

Reference 25

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation b99892b4-cc46-4dd9-9f56-def7aea8f542 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-12T00:22:25.580909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.580909Z digest=sha256:1eb9c2a40e5059af52ba4392e9490849ae4e327f91080a3afee2d8538abf7016

Observation d0c27ce7-dfcf-45c0-a612-1bee95f7ce0c · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:22:26.317364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.586492Z digest=sha256:29f0f2815d51ec07b2be60a6b51b44d9f20b1d872d68ab9dbba7b81fb29eb060

Observation 69975ec4-d95c-4ed9-af5e-8078c63e8a10 · outbound

This paper cites Gopalakrishnan, B.

High-Capacity Generalized Hopfield Networks Gopalakrishnan, B

Reference 28

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.591242Z digest=sha256:5f26f45afb8da4c13b811df14b020df327fd647253b817e2a3f6da8d8887828b

Observation b4df19f8-67d8-4cc5-8e33-b86866374042 · outbound

This paper cites Gopalakrishnan, B.

High-Capacity Generalized Hopfield Networks Gopalakrishnan, B

Reference 29

Resolution
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raw_fallback, observed 2026-08-12T00:22:26.284684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.596438Z digest=sha256:28ed6a12112f7f098238d7ececc6445f8e5732f641acdb57b5cd53154bdd37d7

Observation 43edd6f9-ac58-4aed-870d-df50cd7774d0 · outbound

This paper cites Rotondo, M.

High-Capacity Generalized Hopfield Networks Rotondo, M

Reference 30

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no resolver link, observed 2026-08-12T00:22:25.602391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.602391Z digest=sha256:ab20a221fe6821a9c3aef9632578438d76b731dd88b93e418213d3946674b1ac

Observation 1ec2b213-765c-44b9-a53a-5052109e61f8 · outbound

This paper cites Rebentrost, T.

High-Capacity Generalized Hopfield Networks Rebentrost, T

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:22:26.258636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.607049Z digest=sha256:f3dbac851496a944f96ba4dfe94a0bcdfdb88ec82c7d6af79e80370bf300e6fb

Observation 9bc50926-0c39-4070-9019-b126a1e81175 · outbound

This paper cites Phase diagram of quantum generalized Potts-Hopfield neural networks.

High-Capacity Generalized Hopfield Networks Phase diagram of quantum generalized Potts-Hopfield neural networks

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:22:25.812236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.612800Z digest=sha256:ed76e9f275c2a9f6390f15fe115c87e08087b1a72624cd3d456f384a1c4eb800

Observation 778e45d1-464d-444b-86fc-ad05eba6b92f · outbound

This paper cites Optimal storage capacity of quantum Hopfield neural networks.

High-Capacity Generalized Hopfield Networks Optimal storage capacity of quantum Hopfield neural networks

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:22:25.789275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.617930Z digest=sha256:2bf98550ee08325c25e77289cc7ea276d7b64b37e9de49d60302cb0f295d69bd

Observation c41fbb67-fc83-42b1-90ac-69318a735f77 · outbound

This paper cites Sachdev and J.

High-Capacity Generalized Hopfield Networks Sachdev and J

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T00:22:25.623287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.623287Z digest=sha256:6c61987fcbb8a72e354eb9c0a5c6b6f22f4886df432a433a5bd0091b239a568b

Observation 6c2ba855-109f-4cff-b4a6-a34b0a8ec759 · outbound

This paper cites An introduction to the SYK model.

High-Capacity Generalized Hopfield Networks An introduction to the SYK model

Reference 35

Resolution
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no resolver link, observed 2026-08-12T00:22:25.628203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.628203Z digest=sha256:44e2511b63d388ab4f4127cee39909af1ca51ba55af62649af73e5cd98b64c4d

Observation 3fd2be73-fd79-452b-b8d1-188a65430f82 · outbound

This paper cites Non-perturbative Quantum Dynamics of the Order Parameter in the Pairing Model.

High-Capacity Generalized Hopfield Networks Non-perturbative Quantum Dynamics of the Order Parameter in the Pairing Model

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:22:25.751446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.632967Z digest=sha256:a60dc9f1084f9f1283f7c2b199aa40b47a69b166d73d1148a52f2caf6b2f8d17

Observation 9c8321ee-1fa6-40c8-a6d7-de15b0896c35 · outbound

This paper cites Boundary Wess-Zumino-Novikov-Witten Model from the Pairing Hamiltonian.

High-Capacity Generalized Hopfield Networks Boundary Wess-Zumino-Novikov-Witten Model from the Pairing Hamiltonian

Reference 37

Resolution
verified exact
local_arxiv, observed 2026-08-12T00:22:25.727518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.638025Z digest=sha256:fae846ef2bced120c24f7e9a7bcaaf80726865798c0e6730f276bbd6462860db

Observation 12757459-c958-471f-8272-66fb536ffa25 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:22:26.231139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.642795Z digest=sha256:7bcf09ef5a3d3cca850e170ee048f8803f64f35aff327413794e170d195bfe0a

Observation 5da76658-2fb8-4b12-b14a-5dac754cde7d · outbound

This paper cites Dukelsky, S.

High-Capacity Generalized Hopfield Networks Dukelsky, S

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T00:22:26.215892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.647365Z digest=sha256:311d1aad98d1594932b633f7f61b9bb665c96465b471dfe527ac737be209fc36

Observation b8ca3441-ad5f-48b5-b437-7d44ef9cc0e0 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:22:26.200771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.651732Z digest=sha256:1a7665c0dc56317ea5cd265ef3531c94098a6f62a5187ccc81ba5e61f258ad48

Observation 48bdb632-ec16-4929-a597-b064bed86b7f · outbound

This paper cites Oganesyan and D.

High-Capacity Generalized Hopfield Networks Oganesyan and D

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-12T00:22:25.656626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.656626Z digest=sha256:1b495773ef078d4133e7e2dd31bca9eab42e46fcd55b1e33a6eae276ef82272a

Observation a6122975-91f0-4aa4-b8da-ae7695202013 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:22:26.175220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.661189Z digest=sha256:8ea4506f4998b8bb5e5dfda3aa467e7bbb01b67b300bbc936ed8fedc494889d6

Observation c665c7fb-8d08-4156-8487-0fa86f539cbd · outbound

This paper cites Bohigas, M.

High-Capacity Generalized Hopfield Networks Bohigas, M

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-12T00:22:25.665854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.665854Z digest=sha256:5e12769dcdd2b345739365ee3eed9f3eab071e0b43d37dae166871ade49b2354

Observation 784d51d4-7778-4db8-9ac1-a24e25e97095 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-12T00:22:26.150102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T00:22:25.671448Z digest=sha256:38a1119b3d7ac5c216ae354bc816a9f76c26376045a789fec34a6b478a79bf6e

Observation ceb13722-2db2-4504-80eb-0d19e73ffc77 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T00:22:25.677221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.677221Z digest=sha256:0d177a871eee0344124347642b45450fb466a224ef1cbd8762f42e85c401f152

Observation e4683d5f-5d15-4d34-9df3-3d95b7d04495 · outbound

This paper cites an unresolved cited work.

High-Capacity Generalized Hopfield Networks Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-12T00:22:25.682395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:22:25.682395Z digest=sha256:26489582c172c836f54b2e1614cbd95e9a93ccfecc21f2e18117b669ae126e18

Pith citing papers

No inbound Pith citation observations are available.