Paper Citation Record · LEDGER

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy

As of 17 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2502.07326.

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

pith.paper-citation-record.v1
2502.07326 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T13:08:31.079581Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

38 of 38 outbound references displayed

verified exact3
verified fuzzy18
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b4ee23e4-e5b4-4b72-805a-f833fc646fb6 · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.937789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bbb49d7e-82d6-4b8c-abe3-912e0d64e304 · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.926844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dc69d72f-5351-4d16-bd75-8cf03e22641e · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.858392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9360b327-d2d8-42ba-af70-6a92537f1df1 · outbound

This paper cites 377 Linquan Street, Suzhou Industrial Park, Suzhou, Jiangsu Province, China, 215123.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy 377 Linquan Street, Suzhou Industrial Park, Suzhou, Jiangsu Province, China, 215123

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.778268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6a4b23f4-64fc-4fdf-9d41-64bc92696e19 · outbound

This paper cites observers.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy observers

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.767183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6bcc977e-3231-46a4-b457-28f8c69d9ad4 · outbound

This paper cites Host Computer.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Host Computer

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.664133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 44584ddf-d13b-4848-87a2-fd6a9c14c6af · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.609303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ab9c4314-4c5a-44d5-a670-66f7be04eaad · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.598446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a9aa2b18-f75c-4213-b855-ef8a14c2d0c4 · outbound

This paper cites & Laxminarayana, K.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Laxminarayana, K

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.587482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ee245084-a4af-464d-9c52-f795cd41756e · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.426790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4967fc6b-7747-4089-9a19-3f12eec36918 · outbound

This paper cites & Zeng, K.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Zeng, K

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.415794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 104f6636-898e-4146-bbdc-07d50c898ca3 · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.405608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 22092fab-bce7-409a-acbd-89e27c7bb417 · outbound

This paper cites F., Lutz, C.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy F., Lutz, C

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.394318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 31db632c-388c-4a6a-b419-8969f84f4e4a · outbound

This paper cites & Meyer, G.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Meyer, G

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.297414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a9b4205-94c4-498f-a4a2-577310e3bcfe · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.212080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7f591ca0-562a-4335-a1f9-3e90e46f7ca5 · outbound

This paper cites & Moheimani, S.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Moheimani, S

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.202194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3da021c6-b969-42ff-9246-209b91427cc7 · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.191623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e84bc96f-69a6-4771-9e7b-c29cdf201157 · outbound

This paper cites & Bhushan, B.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Bhushan, B

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.145900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 30b321db-23ad-4835-8b17-d3ec6402069f · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.087232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2b43cfdc-4802-4350-8504-eb8b4fd9fcab · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:32.077962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 274f6660-8174-47c1-8be1-0dc3dcf6cf51 · outbound

This paper cites V., Rar, A.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy V., Rar, A

Reference 21

Resolution: verified exact; raw_fallback, observed 2026-08-08T13:08:31.429391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b6e39b30-2784-4216-ad5c-52e5cb2aefd4 · outbound

This paper cites & Otterlo, M.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Otterlo, M

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:32.067143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4eb91944-5795-4f59-b533-295a59ae4516 · outbound

This paper cites Automated and Autonomous Experiment in Electron and Scanning Probe Microscopy.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Automated and Autonomous Experiment in Electron and Scanning Probe Microscopy

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:08:31.265200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d45cca4d-16f0-42ac-b311-f55fd31870ac · outbound

This paper cites Machine Learning-Based Reward-Driven Tuning of Scanning Probe Microscopy: Towards Fully Automated Microscopy.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Machine Learning-Based Reward-Driven Tuning of Scanning Probe Microscopy: Towards Fully Automated Microscopy

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T13:08:30.949785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15f6a504-b1f5-4da4-87df-4f15b9f50412 · outbound

This paper cites General Resolution Enhancement Method in Atomic Force Microscopy (AFM) Using Deep Learning.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy General Resolution Enhancement Method in Atomic Force Microscopy (AFM) Using Deep Learning

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-08T13:08:31.248758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d59b2194-f4b8-46a3-b142-01640d971b39 · outbound

This paper cites & Gonzalez -Martinez, J.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Gonzalez -Martinez, J

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:31.971688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 892e13c0-eb47-49ac-b840-44f90fd6a179 · outbound

This paper cites & Zeng, K.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Zeng, K

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:31.897077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0379913c-7309-4ea4-93c6-dcdcba5c4d68 · outbound

This paper cites & Krull, C.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Krull, C

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:31.885725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 22f0da3e-d9ac-4feb-80b9-42555c81ea83 · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:31.823898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 81162c79-d38b-45bc-b153-deb975915b83 · outbound

This paper cites P., Brundage, M.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy P., Brundage, M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:31.705873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 38eb1db8-980f-4d9b-be96-4d7e4bc65706 · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-08T13:08:31.695790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8fe1fd85-4b05-4631-89ad-8f80fae894a1 · outbound

This paper cites W., Deng, N., Tutsch, R.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy W., Deng, N., Tutsch, R

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:31.684006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eff7b713-6c00-492e-bcce-7252b6579670 · outbound

This paper cites an unresolved cited work.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T13:08:31.061444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db3c5039-4b7e-47a9-9965-bd598e62799f · outbound

This paper cites Soft Actor-Critic Algorithms and Applications.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Soft Actor-Critic Algorithms and Applications

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T13:08:31.064812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac319aea-6206-4569-a7f2-07d9a970184b · outbound

This paper cites & Levine, S.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Levine, S

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:31.587093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dd9a525e-8c2e-48bc-87e7-3b904851c071 · outbound

This paper cites & Luo, J.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy & Luo, J

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:31.537719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f6d03bf8-eef6-4d0d-b4bf-ffc937f41db3 · outbound

This paper cites S., Goosen, J.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy S., Goosen, J

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T13:08:31.526058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3205ba8b-f4e4-4eb5-8904-022143e1f792 · outbound

This paper cites Prioritized Experience Replay.

PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy Prioritized Experience Replay

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T13:08:31.079581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.