Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T16:46:09.718289Z
Paper Citation Record · LEDGER
Agentic self-driving microscopy benchmarks support qualification but do not necessarily generalize to unseen tasks
As of 14 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.
Observation 21580fcf-b9ed-4c70-9e1f-b50e6dacb76f · outbound
This paper cites 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 2026-08-14T06:32:32.682623+00:00.
Observation 2879e340-dfd6-4ecc-9801-e6455d437ba2 · outbound
This paper cites 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.
Observation d6314058-5b63-4c48-9e22-440b6ccb34ce · outbound
This paper cites 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.
Pith citing papers
No inbound Pith citation observations are available.