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Paper Citation Record · LEDGER

Liquid and solid layers in a thermal deep learning machine

As of 8 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 2 inbound Pith citation observations for arXiv:2506.06789.

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

pith.paper-citation-record.v1
2506.06789 v1

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:55:13.024278Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T07:44:22.064745Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

57 of 57 outbound references displayed

  • verified exact2
  • verified fuzzy32
  • unresolved22
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 097857fe-50fe-4afe-99a7-c8d15b96be7d · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.217672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 7b653dad-dfff-46d9-92aa-dcd4a396c66f · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.201102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 48dea6aa-c3a1-466a-8803-6baa2a1c1418 · outbound

This paper cites 5 − 3 − 2.

Liquid and solid layers in a thermal deep learning machine 5 − 3 − 2

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:14.185488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9812215b-8b52-4613-89b6-a7213969260d · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.169495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation bcd7fe72-119e-4dda-bbc8-ea26108d17cb · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 5

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T05:55:14.152831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 2ac55283-857e-4a5e-bf16-90b1aa5c927e · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.136406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.777229Z digest=sha256:99b8e163ce00ecbfd41d49e5e4def5f2e0f014ca27f4009f686016414d6ecf20

Observation 17c0ca60-d380-4e61-b060-09014244985c · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.121037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.782177Z digest=sha256:78e0978fb59bbb12a7cbbf98028ba49c1b2ebb78facb5e3b00f766fc078ed4ec

Observation d2e3d657-2e57-480b-9d04-5fc666e7ba35 · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.103526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.786898Z digest=sha256:071bd562f355ef5772f57d44d3a8083d1ac843d3ffcb93f86b4ed3464247b4f0

Observation 0e8f7e7e-2331-4fcb-87e4-30c0574ed686 · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.082956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.791931Z digest=sha256:8ca589d8fdaef46a4562b18c074d1e5e1e415c0f11a4d2a18cd88ac8878270df

Observation 47dcdf6c-cc22-4f57-b3d1-4ebe621591ac · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.062706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.796666Z digest=sha256:36c824474815724b9de27f681a41239dd74832bb936f412ea60d2895d3cce700

Observation 7130b3a0-e08c-4c1f-a234-bcaf8d95456d · outbound

This paper cites We set M = 2000 and ln α = 4.

Liquid and solid layers in a thermal deep learning machine We set M = 2000 and ln α = 4

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:14.043328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.802083Z digest=sha256:f1fcdb87e47f40b22078485c8bc255d3d848820359ed1f8f82fb91d558219c05

Observation 02aaa93f-53b2-4b2c-9987-4cb0f173a99c · outbound

This paper cites Monasson and R.

Liquid and solid layers in a thermal deep learning machine Monasson and R

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:14.025297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.807378Z digest=sha256:34c4d451fe895ed108250fadca89c4260248b7ddf92713c9d372e0f5f0676157

Observation 5469a47c-af6f-4fbe-a089-3f52432af52d · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:14.007306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 60f083d0-06d9-4e20-94ce-0a7f562a0b79 · outbound

This paper cites Engel and C.

Liquid and solid layers in a thermal deep learning machine Engel and C

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.988049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.816726Z digest=sha256:e0be2ed58e1ba65b7d1ae530323da9a0950db6473830fbbcc119665d9f267522

Observation 4787d15d-8fd1-4d48-9509-6473336b5116 · outbound

This paper cites Carleo, I.

Liquid and solid layers in a thermal deep learning machine Carleo, I

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T05:55:12.822117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:55:12.822117Z digest=sha256:0b6539991671b4f98db77faf99e01897bee5f126ae33babb5ae823f9aaf54537

Observation d9322d61-0191-421f-8871-aaa321a645b1 · outbound

This paper cites Nishimori, Statistical physics of spin glasses and in- formation processing: An introduction (Clarendon press, Oxford, 2001).

Liquid and solid layers in a thermal deep learning machine Nishimori, Statistical physics of spin glasses and in- formation processing: An introduction (Clarendon press, Oxford, 2001)

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.957742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.826766Z digest=sha256:c58629503b5d65ca362f6645312f1ff75deddec2e1d77017e4a934cec3b046e4

Observation e423c3c6-939d-4602-aa7a-8736819e64ed · outbound

This paper cites Gardner, Maximum storage capacity in neural net- works, Europhys.

Liquid and solid layers in a thermal deep learning machine Gardner, Maximum storage capacity in neural net- works, Europhys

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.938547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.831425Z digest=sha256:c43f162f9b93428d6db60f8f524c40ff27bbb42aa866c38096b1233c98e1dd5b

Observation 9ea475f3-c8eb-42e0-9866-4e8d4923a374 · outbound

This paper cites Gardner, The space of interactions in neural network models, J.

Liquid and solid layers in a thermal deep learning machine Gardner, The space of interactions in neural network models, J

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.919605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.835703Z digest=sha256:f7646887219ab8e7b4b75225c923052665aad9ab1b788f8fd0d1d402625c8c53

Observation c1d3c050-3692-44f8-be48-46309d984337 · outbound

This paper cites Baldassi, C.

Liquid and solid layers in a thermal deep learning machine Baldassi, C

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.899779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.840244Z digest=sha256:4caf9daa97024e7c6f8d2c4c1689ccd49fdb90fa613167a4327433cc3bfa83f0

Observation d5616f7b-2ae1-47bb-a834-c26ee1e2fd18 · outbound

This paper cites Choromanska, M.

Liquid and solid layers in a thermal deep learning machine Choromanska, M

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.882779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.845317Z digest=sha256:897b62b178b1d67fd05c0f8860367d9a051d489a626ba43c0a47328e92d5fb6a

Observation 972ccc84-cf0a-4de1-a96e-2bfceb09585d · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.863479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.850196Z digest=sha256:5aefb007a6847971ed8e3ad9fe25c0a910cb7f08ef3a709e6797adf85bf66b62

Observation 5c7c1b6f-5bfe-4db9-b0ef-8720c07555b5 · outbound

This paper cites Baity-Jesi, L.

Liquid and solid layers in a thermal deep learning machine Baity-Jesi, L

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.844722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.855062Z digest=sha256:d14cb9e158e484b7a2b4078c683b9038cacedab5eebbddb334cee439ace16e18

Observation c4087602-cea7-45e9-8e35-1fcc8d6c4ba2 · outbound

This paper cites Franz, S.

Liquid and solid layers in a thermal deep learning machine Franz, S

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.825690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.859518Z digest=sha256:65a1f7ea0c26b406c21b2569eb81a0933a47fd270bf765f2891aeef391d3f8bf

Observation 650e7a31-8d7a-4028-8929-0157341f168b · outbound

This paper cites Geiger, S.

Liquid and solid layers in a thermal deep learning machine Geiger, S

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.804543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.864289Z digest=sha256:b27609076a1c961b88c34e7a0e44eca8fdec62026da73fd0c94a8b6bf7b57544

Observation 47ee457c-8b06-475c-9119-62257d35757c · outbound

This paper cites Yoshino, From complex to simple: hierarchical free- energy landscape renormalized in deep neural networks, SciPost Phys.

Liquid and solid layers in a thermal deep learning machine Yoshino, From complex to simple: hierarchical free- energy landscape renormalized in deep neural networks, SciPost Phys

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.786128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.869076Z digest=sha256:371b7bcca7fa81360d5d03a51a2c5418e6b457540c21ca8a7094c60a278a2f71

Observation 725ad304-4bf8-46b6-94a2-cba4ed64862c · outbound

This paper cites Yoshino, Spatially heterogeneous learning by a deep student machine, Physical Review Research 5, 033068 (2023).

Liquid and solid layers in a thermal deep learning machine Yoshino, Spatially heterogeneous learning by a deep student machine, Physical Review Research 5, 033068 (2023)

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.768348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.874085Z digest=sha256:ec096b2a95f836b59b9d948fd01944db8ffe8f3a7f17755b80d160bf50b685e0

Observation 0f91a7c1-33dc-44d9-a383-bd16b6a29545 · outbound

This paper cites Huang, R.

Liquid and solid layers in a thermal deep learning machine Huang, R

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.748610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.878811Z digest=sha256:74128f0ceef90d2faabcefb25d39ba18c0881b18e1374bc5c31eb2481d031d89

Observation 3451b5b7-7ab3-4691-8dd2-28b6654de890 · outbound

This paper cites Glassy dynamics in deep neural networks: A structural comparison.

Liquid and solid layers in a thermal deep learning machine Glassy dynamics in deep neural networks: A structural comparison

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-07T05:55:13.223382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.883902Z digest=sha256:68c08dab4a4c23d9743e235dd09afe994b8a6e61e144d9437419deb697fe0195

Observation 1f9f0216-51b8-4724-9a8e-63d451526d08 · outbound

This paper cites Nelson, T.

Liquid and solid layers in a thermal deep learning machine Nelson, T

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.728791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.888881Z digest=sha256:0ab56101c25a9c668ad39dbce35361813f719a408ccb29ec342969098d8b582d

Observation 4237e048-476f-450d-af6d-e3c7592d7d1f · outbound

This paper cites Krzakala and L.

Liquid and solid layers in a thermal deep learning machine Krzakala and L

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.710144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.894164Z digest=sha256:fef60e7fc741c99e8b0fb83786002890240b292da63bd513f7fe1d8ae2d20109

Observation d71c2411-edeb-40bf-bf9c-507fb3787651 · outbound

This paper cites Krzakala and L.

Liquid and solid layers in a thermal deep learning machine Krzakala and L

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.691748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.898986Z digest=sha256:5748a59c8dc4cf0433916d53aff2fda41ff29ddd2b80d66835b4ac006d6da22b

Observation f181248e-e39b-42e9-b7a2-738d5df6e539 · outbound

This paper cites Biroli, J.-P.

Liquid and solid layers in a thermal deep learning machine Biroli, J.-P

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.672947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.903506Z digest=sha256:5aebafcb2a5c3d543e29c3886d8db21dd22a6a4ab4c5d882198f7335a3ccfbe1

Observation abc55b52-d7b9-4a53-811c-2c0fd651084c · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.653880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.907982Z digest=sha256:6cc02f714b743d31340909e1c11ceae1ca64ab3f9b594872fe554489f7bf76e2

Observation 824644e2-82eb-4fd4-ad5f-c4bd0bed1163 · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.634219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.913380Z digest=sha256:40a1e9fc3d25a1bf9c95227b234bb9f5b7bb9902e723d0ecb309435d4f1dbbec

Observation 6c625250-8625-49a1-94ed-123d93b8cd32 · outbound

This paper cites Ikeda and A.

Liquid and solid layers in a thermal deep learning machine Ikeda and A

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.614453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.918097Z digest=sha256:d810959a739fb1bd4c9655332d1ed30f78df1c4adb4e2204e0a0898b2060e65b

Observation 3431128f-b76a-4e7e-8599-ac192068c1b7 · outbound

This paper cites Singh, M.

Liquid and solid layers in a thermal deep learning machine Singh, M

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.594026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.923259Z digest=sha256:354d8f8ce6c2b0ef008cf40c02cf45c19af633770f845444231f638cc127851c

Observation 212264f4-ea6c-452b-afdb-0650a6f68dd0 · outbound

This paper cites Berthier, P.

Liquid and solid layers in a thermal deep learning machine Berthier, P

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.573411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.927669Z digest=sha256:39b80eca543bab3db4697ef7fff5b01b2e908bb4bbc40f0673d819fe451fed37

Observation 826fd9ea-0b35-46d5-a582-67e79c82fcfb · outbound

This paper cites LeCun, C.

Liquid and solid layers in a thermal deep learning machine LeCun, C

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.553024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.932494Z digest=sha256:9b93a7b57a2e076f62a35f440ed452b6e0d14c3feb04abb9d4c71992f7dbf22e

Observation df64d348-26f0-42e3-a20d-8e5b505fe561 · outbound

This paper cites Qiao, The MNIST database of handwritten digits, Re- trieved 18 August 2013 (2007).

Liquid and solid layers in a thermal deep learning machine Qiao, The MNIST database of handwritten digits, Re- trieved 18 August 2013 (2007)

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.532355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.938541Z digest=sha256:51a241ddb7aaee98c7d3a87de057e95a2fccbbca8f35773ea8c6cf4bf775d9cc

Observation 67911f9a-1bb0-4907-acb8-53c6e3da6d9e · outbound

This paper cites Li and Y.

Liquid and solid layers in a thermal deep learning machine Li and Y

Reference 40

Resolution
verified exact
raw_fallback, observed 2026-08-07T05:55:13.200556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.943249Z digest=sha256:1ac8ab33ea027b8c4d3c522272656889b76cba0838d66b39d3032e7222ab60a8

Observation 4a2485bc-bf91-4a19-8da5-71bee74d270b · outbound

This paper cites Hastie, R.

Liquid and solid layers in a thermal deep learning machine Hastie, R

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.512764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.948190Z digest=sha256:53b98604969435af0008566486c05277b4cce7cc6d69e574edbdc4eed0efa907

Observation c9716d32-e32c-4ad3-a2f6-ac9ecada06d4 · outbound

This paper cites Charbonneau, J.

Liquid and solid layers in a thermal deep learning machine Charbonneau, J

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.493824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.952863Z digest=sha256:c66e78569f3b2171ab1edf8c4c429f8680e7325e917e05bb4eaf7f933ed2c44f

Observation c0745e88-94f4-45c9-9d30-99d9ad738f66 · outbound

This paper cites Charbonneau, Y.

Liquid and solid layers in a thermal deep learning machine Charbonneau, Y

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.475928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.957348Z digest=sha256:b4d6976665c1160ad46338c77d67badf9c03945762098ad9e649fa32a6d82789

Observation 53a65725-7963-4935-81be-dffc362d97af · outbound

This paper cites Berthier, P.

Liquid and solid layers in a thermal deep learning machine Berthier, P

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T05:55:12.962213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:55:12.962213Z digest=sha256:017b4445d5b2ee1e292e01330d86881eaa9c8002654b77caac8e4fa5366b549b

Observation 6fde40c8-b524-4eb3-94a7-21e0855ae7f0 · outbound

This paper cites Urbani, Y.

Liquid and solid layers in a thermal deep learning machine Urbani, Y

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.442898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.967039Z digest=sha256:04184dd5097dad9ba3afdd75e3df292a5789e8d38e1b5d4c2ad97ca4ec879ce3

Observation f025f583-6345-4e61-a491-1d70584e55aa · outbound

This paper cites Paszke, S.

Liquid and solid layers in a thermal deep learning machine Paszke, S

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.423914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.972790Z digest=sha256:cb6b46239d187225ef79e7e72e98f6750081fba9db280e8394839d4edc9c4c2e

Observation de8e21c8-4945-4409-bfb0-3f264f2491c7 · outbound

This paper cites 0” and “1.

Liquid and solid layers in a thermal deep learning machine 0” and “1

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.404400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.977388Z digest=sha256:9d3440fd394490e1a5fccabe060aa896e95d7ed247924171c02f40c720102917

Observation e05c05c0-d660-4ac4-ba99-3ad9501b41eb · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.384927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.982320Z digest=sha256:a1333e1780770428b95b60034661e242ba6481e5e378b8e7866247e7d0f32f12

Observation 88f66d24-6730-4c40-aa2d-b545c2e1331f · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.366707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.986940Z digest=sha256:a2fec7ba8ee20a62a4709e9261a7340b7400f62df047afbb97ddba7a6cf99bc0

Observation 2d62ca22-8a38-4147-95db-3bcb6daa6414 · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.348983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.991500Z digest=sha256:8b01609d1225c0b1d08114b879dfcfe303ce03953d283ac29eaaf56d72eddfe8

Observation 9a361c9d-7669-48b3-b148-8c9ccbbba0e2 · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.332963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:12.996017Z digest=sha256:908c0f2c478738375fcf5f644393ffb72b381a4f08aac4b33decf60c7a5529b0

Observation e1ddb5dd-58bf-48c9-a029-8f5b815ba367 · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.317624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:13.001108Z digest=sha256:82b2cb924bdca5376d3ae00f89fea35b87d760d23188dd702465e0cf839fe43e

Observation 66c7d333-e51c-46d2-999d-609c4fdd7d1a · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.302538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:13.005766Z digest=sha256:9d34a1f3ced8bdce1dadbdaca1d27dff32cbaf3fe2ac78d7d388fcce11d0d119

Observation 990ec201-170f-4372-8893-10242095e11e · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.286173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:13.010442Z digest=sha256:cd1c467c0090b0d4c868e29fdcd18c3c1ffafc00a683a806d30bc9a1830bc5f1

Observation 55b8c2b7-b60f-4539-811b-15a015206c5f · outbound

This paper cites an unresolved cited work.

Liquid and solid layers in a thermal deep learning machine Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:55:13.270298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:13.015071Z digest=sha256:857359ade9fcb36a56dc3bf55a021889aac2500120edc18fbf1d9ee26c8351f3

Observation 4f612042-2e76-4947-bd99-07f997299e1a · outbound

This paper cites Yoshino, From complex to simple: hierarchical free-energy l andscape renormalized in deep neural networks, SciPost Phys.

Liquid and solid layers in a thermal deep learning machine Yoshino, From complex to simple: hierarchical free-energy l andscape renormalized in deep neural networks, SciPost Phys

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.254907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:13.019765Z digest=sha256:3ef91e9e90e7c1799929ea67c3fc703cd443e3cf2bdd1839e2bf1b370c6054fc

Observation 7475f5ec-07a9-4dca-a44d-82c40eb250c2 · outbound

This paper cites Yoshino, Spatially heterogeneous learning by a deep stu dent machine, Physical Review Research 5, 033068 (2023).

Liquid and solid layers in a thermal deep learning machine Yoshino, Spatially heterogeneous learning by a deep stu dent machine, Physical Review Research 5, 033068 (2023)

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:55:13.239121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T05:55:13.024278Z digest=sha256:bac3435c26b32747ba5b0776a82b985e886f3e3241ec8aedd8272ffae9f35393

Pith citing papers

Observation b6495ba4-aff9-466d-a812-3900c525779e · inbound

Statistical physics of deep learning: Optimal learning of a multi-layer perceptron near interpolation cites this paper.

Statistical physics of deep learning: Optimal learning of a multi-layer perceptron near interpolation Liquid and solid layers in a thermal deep learning machine

Reference 114

Resolution
unresolved
no resolver link, observed 2026-08-04T07:44:22.064745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T07:44:22.064745Z digest=sha256:ebafbbcbb9ec418df14ef89400fea3867d659e61ede541c53f7b969d96a83857

Observation 6af441ba-9c99-40c9-a54e-cd5b4d280d01 · inbound

Relaxation of quenched structural glasses: descent in a stiffening caging potential over inflection-point 'speed bumps' cites this paper.

Relaxation of quenched structural glasses: descent in a stiffening caging potential over inflection-point 'speed bumps' Liquid and solid layers in a thermal deep learning machine

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-01T02:46:34.366616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:46:34.366616Z digest=sha256:3691e5b571b619ee3ca1b1c8ff178abff65f917e8c3f48be009e7429f4012bfc