Paper Citation Record · LEDGER

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks

As of 21 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2608.05266.

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

pith.paper-citation-record.v1
2608.05266 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T16:46:09.718289Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

37 of 37 outbound references displayed

verified exact0
verified fuzzy35
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb78512b-b170-4a22-b5a3-3b33b2ece967 · outbound

This paper cites Accelerating scientific discovery with Co-Scientist.Nature, 655:487–496, May 2026.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Accelerating scientific discovery with Co-Scientist.Nature, 655:487–496, May 2026

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.156778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 56b11a03-759c-4bab-883e-93247c4e59e7 · outbound

This paper cites Szostkiewicz, Dmytro Shved, Gavin J.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Szostkiewicz, Dmytro Shved, Gavin J

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.144906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 52708597-11b4-4652-9c4f-c09148a1328a · outbound

This paper cites Bran, Sam Cox, Oliver Schilter, Carlo Baldassari, Andrew D.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Bran, Sam Cox, Oliver Schilter, Carlo Baldassari, Andrew D

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.133208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f65809f4-966b-4360-a0ee-e2e3e9117193 · outbound

This paper cites Accurate predictions on small data with a tabular foundation model.Nature, 637:319–326, 2025.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Accurate predictions on small data with a tabular foundation model.Nature, 637:319–326, 2025

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.121674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a6723a70-d5bf-4416-b2e0-fb282760c4b6 · outbound

This paper cites Gilad Kusne, Ji-Cheng Zhao, and Ichiro Takeuchi.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Gilad Kusne, Ji-Cheng Zhao, and Ichiro Takeuchi

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.109347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation af575e28-d16e-4aec-9f2e-e3a1a48d6f64 · outbound

This paper cites Abolhasani and E.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Abolhasani and E

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.097031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ecf62dcd-6878-4150-bf91-d53ffac41bcb · outbound

This paper cites Wu, and Al´ an Aspuru-Guzik.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Wu, and Al´ an Aspuru-Guzik

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.086049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 72b13fc9-2ed3-48a2-9ff2-781e06355dfd · outbound

This paper cites Schmid, Sterling G.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Schmid, Sterling G

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.074610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a2ab70a3-2c03-4442-8eb8-78e78e97edf7 · outbound

This paper cites Perspectives for self-driving labs in synthetic biology.Current Opinion in Biotechnology, 79:102881, 2023.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Perspectives for self-driving labs in synthetic biology.Current Opinion in Biotechnology, 79:102881, 2023

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.062694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c361f0f8-8857-4f48-9146-fe32c6fcc68f · outbound

This paper cites an unresolved cited work.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:46:10.050246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3719b346-50f0-469b-b6ad-3a67f1e0e868 · outbound

This paper cites Bridging electron microscopy and materials analysis with an autonomous agentic platform.Science Advances, 12(14):eaed0583, 2026.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Bridging electron microscopy and materials analysis with an autonomous agentic platform.Science Advances, 12(14):eaed0583, 2026

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.037928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 59c6c7dd-319d-4efe-89d3-760f193f0ef0 · outbound

This paper cites Yager, and Esther H.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Yager, and Esther H

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.026085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 21580fcf-b9ed-4c70-9e1f-b50e6dacb76f · outbound

This paper cites Cherukara.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Cherukara

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.014126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2879e340-dfd6-4ecc-9801-e6455d437ba2 · outbound

This paper cites Vriza, M.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Vriza, M

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:10.000295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 69dc4f44-9793-475a-acde-8a74316a3696 · outbound

This paper cites Wall, Alexander J.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Wall, Alexander J

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.989836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 323e6b95-7344-48ec-87bf-728690e99657 · outbound

This paper cites Spm-bench: Benchmarking large language models for scanning probe microscopy, 2026.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Spm-bench: Benchmarking large language models for scanning probe microscopy, 2026

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.979780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 11cd5907-a396-4836-9719-77b4d8629c89 · outbound

This paper cites Kalinin, Maxim Ziatdinov, Jacob Hinkle, Stephen Jesse, Ayana Ghosh, Kyle P.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Kalinin, Maxim Ziatdinov, Jacob Hinkle, Stephen Jesse, Ayana Ghosh, Kyle P

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.969396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 800a4e78-3e69-4a9f-997d-b7447b9ad16e · outbound

This paper cites Rack, Yu-Chen Liu, Jan-Chi Yang, and Sergei V.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Rack, Yu-Chen Liu, Jan-Chi Yang, and Sergei V

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.959407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0cd4a3e3-1df5-42bf-8ad6-f39ba9a22a6f · outbound

This paper cites Smedskjaer, Katrin Wondraczek, Lothar Won- draczek, Nitya Nand Gosvami, and N.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Smedskjaer, Katrin Wondraczek, Lothar Won- draczek, Nitya Nand Gosvami, and N

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.949135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cf0e2a03-c160-4163-8e0d-18b11abc5685 · outbound

This paper cites Balachandran, Dezhen Xue, and Ruihao Yuan.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Balachandran, Dezhen Xue, and Ruihao Yuan

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.939135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 29dde38d-5a38-4760-b051-1f036abd8530 · outbound

This paper cites Deringer, Albert P.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Deringer, Albert P

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.928241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a5588ec3-f1a8-4634-9161-cc8562834e8b · outbound

This paper cites Wu, Al´ an Aspuru-Guzik, and Eugenia Kumacheva.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Wu, Al´ an Aspuru-Guzik, and Eugenia Kumacheva

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.917194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c89803d3-b1a3-401d-bd50-4b3c04ce95d8 · outbound

This paper cites Deep learning and computer vision techniques for microcirculation analysis: A review.Patterns, 4(1):100641, 2023.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Deep learning and computer vision techniques for microcirculation analysis: A review.Patterns, 4(1):100641, 2023

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.906679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bc83c6ed-695d-4e7e-943d-8a10b97bfc61 · outbound

This paper cites Deep learning methods for microstructural image anal- ysis: The state-of-the-art and future perspectives.Integrating Materials and Manufacturing Innovation, 13(3):703–731, 2024.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Deep learning methods for microstructural image anal- ysis: The state-of-the-art and future perspectives.Integrating Materials and Manufacturing Innovation, 13(3):703–731, 2024

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.895819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a63240f9-1538-4b4b-9000-e333a5e96675 · outbound

This paper cites Overview: Machine learning for segmentation and classification of complex steel microstructures.Metals, 14(5):553, 2024.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Overview: Machine learning for segmentation and classification of complex steel microstructures.Metals, 14(5):553, 2024

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.885093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8ec092dc-f230-4836-a402-5c47d1d94b7a · outbound

This paper cites Corrao, Phillip M.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Corrao, Phillip M

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.874763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c40f903c-64cc-41b9-b684-204f9b7f786f · outbound

This paper cites Retrieval meets long context large language models.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Retrieval meets long context large language models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.863458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4c81b0eb-b755-4839-ac0a-a40aa3df4082 · outbound

This paper cites From retrieval to response: Tracing the impact of embedding quality in rag systems.IEEE Access, 13:212773–212781, 2025.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks From retrieval to response: Tracing the impact of embedding quality in rag systems.IEEE Access, 13:212773–212781, 2025

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.852880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f83bf899-48fa-4906-8b54-9119f1ec258e · outbound

This paper cites Risks of AI scientists: prioritizing safeguarding over autonomy.Nature Communications, 16:8317, 2025.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Risks of AI scientists: prioritizing safeguarding over autonomy.Nature Communications, 16:8317, 2025

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.841818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7b95858d-419e-4d26-a949-593293b3213b · outbound

This paper cites Heurekabench: A benchmarking framework for ai co-scientist, 2026.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Heurekabench: A benchmarking framework for ai co-scientist, 2026

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.830781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 014080fd-4a4c-4b31-9fca-6ad2f9aef233 · outbound

This paper cites Ingolf- sson, David Lenz, Hanqi Guo, Hongfeng Yu, Teja Leburu, Michael Molash, Bei Wang, Tom Peterka, Chaoli Wang, and Shusen Liu.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Ingolf- sson, David Lenz, Hanqi Guo, Hongfeng Yu, Teja Leburu, Michael Molash, Bei Wang, Tom Peterka, Chaoli Wang, and Shusen Liu

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.819531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8a43c12c-6a19-43ab-b34f-d399af674088 · outbound

This paper cites an unresolved cited work.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:46:09.807983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d6314058-5b63-4c48-9e22-440b6ccb34ce · outbound

This paper cites Groenewald.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Groenewald

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.795858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8100cc59-ae27-4fbc-8c50-a5d43f210b4a · outbound

This paper cites Christie, Wenhan Zheng, William Johnson, Eric K.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Christie, Wenhan Zheng, William Johnson, Eric K

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.785268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cfadc407-cac2-4d19-b004-10e1571fb3e0 · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks ReAct: Synergizing reasoning and acting in language models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.774363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a3505588-c9aa-46db-ae6e-120beb5e06ba · outbound

This paper cites Model context protocol specification.https:// modelcontextprotocol.io/specification/2025-06-18/, 2025.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Model context protocol specification.https:// modelcontextprotocol.io/specification/2025-06-18/, 2025

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.762946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6a430b2c-dfe7-4693-a95a-610d81a60280 · outbound

This paper cites Introducing the model context protocol.https://www.anthropic.com/news/ model-context-protocol, November 2024.

Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks Introducing the model context protocol.https://www.anthropic.com/news/ model-context-protocol, November 2024

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:46:09.751287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.