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Paper Citation Record · LEDGER

Virtual Laboratories: Domain-agnostic workflows for research

As of 8 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2507.06271.

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

pith.paper-citation-record.v1
2507.06271 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:21:49.079768Z

measured 65 of 65 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 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

65 of 65 outbound references displayed

  • verified exact0
  • verified fuzzy62
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6e5b9899-8b64-40af-b45b-4d595735d197 · outbound

This paper cites Impact of a virtual chemistry lab in chemistry teaching on scientific practices and digital compe- tence for pre-service science teachers.

Virtual Laboratories: Domain-agnostic workflows for research Impact of a virtual chemistry lab in chemistry teaching on scientific practices and digital compe- tence for pre-service science teachers

Reference 1

Resolution
verified fuzzy
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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 a21b38aa-0e27-418d-9e47-f47f38e66a27 · outbound

This paper cites The value amrita virtual labs project: Using web technology to provide vir- tual laboratory access to students.

Virtual Laboratories: Domain-agnostic workflows for research The value amrita virtual labs project: Using web technology to provide vir- tual laboratory access to students

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.584376Z

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 12e571ef-a79e-44b3-ba5a-04da0cdf9ef8 · outbound

This paper cites Impact of remote experimenta- tion, interactivity and platform effectiveness on lab- oratory learning outcomes.

Virtual Laboratories: Domain-agnostic workflows for research Impact of remote experimenta- tion, interactivity and platform effectiveness on lab- oratory learning outcomes

Reference 3

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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 03a1e1bf-9a83-44f8-81e9-ed84d70e5f97 · outbound

This paper cites LitLLM: A Toolkit for Scientific Literature Review.

Virtual Laboratories: Domain-agnostic workflows for research LitLLM: A Toolkit for Scientific Literature Review

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:48.932172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:48.932172Z digest=sha256:2b16a8e214161a79be19228caaecbf2f475bf602e74209ea6f5ddc5af0574aec

Observation 2cb0c0d1-a5b2-4a4c-a20f-2dba705b6a0c · outbound

This paper cites Kedro, April 2024.

Virtual Laboratories: Domain-agnostic workflows for research Kedro, April 2024

Reference 5

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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=2026-08-06T19:21:48.935371Z digest=sha256:594b7eeb644a2f1a11ed28ef99902d2543defda3dbe0c899ebaf971354b1771a

Observation e9bea839-0c06-4e3c-822d-7926efec618b · outbound

This paper cites Science in the age of large language models.

Virtual Laboratories: Domain-agnostic workflows for research Science in the age of large language models

Reference 6

Resolution
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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 b13db924-7011-40d6-8124-1017d9223b08 · outbound

This paper cites Reinvent 2.0: an ai tool for de novo drug design.

Virtual Laboratories: Domain-agnostic workflows for research Reinvent 2.0: an ai tool for de novo drug design

Reference 7

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raw_fallback, observed 2026-08-06T19:21:49.554499Z

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=2026-08-06T19:21:48.941149Z digest=sha256:aaf6cef71e8941d5e36e2077d0b56415b6798fcdc60143173556bb89cd2dcdf1

Observation e6b981b1-dcd6-43ab-9241-ecc0ac1ba049 · outbound

This paper cites An artificial intelligence model for ballistic performance of thin plates.

Virtual Laboratories: Domain-agnostic workflows for research An artificial intelligence model for ballistic performance of thin plates

Reference 8

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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=2026-08-06T19:21:48.943638Z digest=sha256:0b4fb8b1944c4f9435721c237a2d363ae3486958d5a21482bee63265f279374a

Observation c18e3caf-2068-41de-a294-e5431f8339e3 · outbound

This paper cites The role of experimentation in artificial intelligence.

Virtual Laboratories: Domain-agnostic workflows for research The role of experimentation in artificial intelligence

Reference 9

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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=2026-08-06T19:21:48.946074Z digest=sha256:f2768a201703c144180f7f55d4b1918168e4f921948692d4261e92cb86fa4603

Observation 1cfefe32-a942-412e-948e-59418fbb00ff · outbound

This paper cites LangChain, 2022.

Virtual Laboratories: Domain-agnostic workflows for research LangChain, 2022

Reference 10

Resolution
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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 dba97e23-809a-4cef-af2a-62a16f901cc4 · outbound

This paper cites What are the benefits of a virtual laboratory for student learning? In HERDSA Annual Interna- tional conference, Melbourne, pages 12–15.

Virtual Laboratories: Domain-agnostic workflows for research What are the benefits of a virtual laboratory for student learning? In HERDSA Annual Interna- tional conference, Melbourne, pages 12–15

Reference 11

Resolution
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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=2026-08-06T19:21:48.950786Z digest=sha256:44fc73eb60977f59c566ffd7ad028c93660e0658f69037e17a54d621e8758497

Observation b91c34f0-8a71-4e4f-b3a3-415feb63e0cd · outbound

This paper cites Pybullet, a python module for physics simulation for games, robotics and machine learning.

Virtual Laboratories: Domain-agnostic workflows for research Pybullet, a python module for physics simulation for games, robotics and machine learning

Reference 12

Resolution
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raw_fallback, observed 2026-08-06T19:21:49.516847Z

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=2026-08-06T19:21:48.953150Z digest=sha256:7c37ff31d9f9be3ec41039ae547d00c2b66e23a095a92970f17e48909c65ee47

Observation afd57f45-0c38-4a3a-8732-caec952b9640 · outbound

This paper cites Nextflow enables reproducible compu- tational workflows.

Virtual Laboratories: Domain-agnostic workflows for research Nextflow enables reproducible compu- tational workflows

Reference 13

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raw_fallback, observed 2026-08-06T19:21:49.509732Z

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=2026-08-06T19:21:48.955534Z digest=sha256:6b7b0abf32dddd668d310c947778b88cf5cdac8c1a78893f142604f96a9e092e

Observation 92f82e36-49ba-4624-8fe4-cab6d904b921 · outbound

This paper cites Lab-on-a-chip: microfluidics in drug discovery.Nature Reviews Drug Discovery, 5(3):210–218, 2006.

Virtual Laboratories: Domain-agnostic workflows for research Lab-on-a-chip: microfluidics in drug discovery.Nature Reviews Drug Discovery, 5(3):210–218, 2006

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.501279Z

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=2026-08-06T19:21:48.957755Z digest=sha256:922ce433c01ed7bfdb6716b7af77f895bc8ddc2497d049656f0d3cbfebcc1ef9

Observation 5d8d5a3d-1839-4376-9e91-75e8e468703c · outbound

This paper cites Do people engage cognitively with ai? impact of ai assistance on incidental learning.

Virtual Laboratories: Domain-agnostic workflows for research Do people engage cognitively with ai? impact of ai assistance on incidental learning

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.493882Z

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=2026-08-06T19:21:48.960133Z digest=sha256:303be32ff87464b9cc80ad38703bc5d0d9055e5155a2728dcfead03e3f237c1e

Observation b86ac1e9-911a-4c35-850a-6a692159ab52 · outbound

This paper cites Virtual reality laboratories: a review of experiences.

Virtual Laboratories: Domain-agnostic workflows for research Virtual reality laboratories: a review of experiences

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.486636Z

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=2026-08-06T19:21:48.962528Z digest=sha256:22b6173d119c9bae0192349c2d4f54002011901b306742c849fac0388828a7bb

Observation 4b54ae13-66f2-4dcd-9e89-185a63ffa2d5 · outbound

This paper cites Knowledge-integrated machine learn- ing for materials: lessons from gameplaying and robotics.

Virtual Laboratories: Domain-agnostic workflows for research Knowledge-integrated machine learn- ing for materials: lessons from gameplaying and robotics

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.479393Z

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=2026-08-06T19:21:48.964835Z digest=sha256:089de9b2937bc4dc34fc387945c7f7dd8c270bb5ebdb46db4b422e85a3fbd33f

Observation 2f6dd884-8d6c-4156-8eeb-5ba8ad63af9b · outbound

This paper cites Applications of natural language processing and large language mod- els in materials discovery.

Virtual Laboratories: Domain-agnostic workflows for research Applications of natural language processing and large language mod- els in materials discovery

Reference 18

Resolution
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raw_fallback, observed 2026-08-06T19:21:49.472328Z

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=2026-08-06T19:21:48.967290Z digest=sha256:fdf5ab6620b12e6e4ac31528c2c36a65600e7d061f81f64e183ee876cacbc91d

Observation e51f42b1-ea93-4a53-969f-447554628af5 · outbound

This paper cites Bayesian optimi- sation for efficient material discovery: a mini review.

Virtual Laboratories: Domain-agnostic workflows for research Bayesian optimi- sation for efficient material discovery: a mini review

Reference 19

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raw_fallback, observed 2026-08-06T19:21:49.462192Z

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=2026-08-06T19:21:48.969542Z digest=sha256:cea3f69d101bc15678479ffaa88911b64f2875599d66a08c265b2488c0da58a1

Observation 03255de8-2e01-4085-93b7-0d7920fa51a8 · outbound

This paper cites The malmo platform for arti- ficial intelligence experimentation.

Virtual Laboratories: Domain-agnostic workflows for research The malmo platform for arti- ficial intelligence experimentation

Reference 20

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raw_fallback, observed 2026-08-06T19:21:49.454697Z

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=2026-08-06T19:21:48.971814Z digest=sha256:9e467bf74482af93427afa6d0250f8c4ff3d7794170e70517136ddf550116125

Observation 21155c6f-2847-4dac-87cc-6725420717f7 · outbound

This paper cites Highly accurate protein structure prediction with alphafold.

Virtual Laboratories: Domain-agnostic workflows for research Highly accurate protein structure prediction with alphafold

Reference 21

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raw_fallback, observed 2026-08-06T19:21:49.447620Z

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=2026-08-06T19:21:48.974206Z digest=sha256:759bf56c146bc59dd6b7db48985693d90a77ed2189966ebd459e3e87de0101a7

Observation d7c2a107-2ea2-425a-86dd-13f2d90b34e7 · outbound

This paper cites Labber Instrument Control and Lab Automation Software, 2024.

Virtual Laboratories: Domain-agnostic workflows for research Labber Instrument Control and Lab Automation Software, 2024

Reference 22

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raw_fallback, observed 2026-08-06T19:21:49.440513Z

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=2026-08-06T19:21:48.976630Z digest=sha256:43cb277412d5f04f9589bcd4e1a934749f4f2bef37375ce1d958f2935f5cc651

Observation 696cf52b-d68a-4176-9a48-b447a50d2b75 · outbound

This paper cites Functional genomic hypothesis generation and ex- perimentation by a robot scientist.

Virtual Laboratories: Domain-agnostic workflows for research Functional genomic hypothesis generation and ex- perimentation by a robot scientist

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.433295Z

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=2026-08-06T19:21:48.978920Z digest=sha256:b8b238d2b91d7d107b4a8dc332145ce19f48a9441509b4743cc39b047e3d8c7e

Observation 362b0142-184f-427a-bb40-2ba3a83b4132 · outbound

This paper cites Virtual laboratories: Transforming research with ai.

Virtual Laboratories: Domain-agnostic workflows for research Virtual laboratories: Transforming research with ai

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.426293Z

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=2026-08-06T19:21:48.981239Z digest=sha256:91690bf58ec0a3968868b79e8e29fbb372b2c90220b17dd99ea721c685a523db

Observation 09776397-60fe-4f74-b532-c74e601b2e35 · outbound

This paper cites Combining laboratory experiments with digital tools to do scientific inquiry.

Virtual Laboratories: Domain-agnostic workflows for research Combining laboratory experiments with digital tools to do scientific inquiry

Reference 25

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raw_fallback, observed 2026-08-06T19:21:49.418648Z

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=2026-08-06T19:21:48.983654Z digest=sha256:9260ea9777d0b49137c36e9645af2e5f3878e63743bf85957caaa97abcc317b3

Observation e4ecd2b3-6030-4206-af78-bbaf11819d09 · outbound

This paper cites Challenges in high-throughput inorganic ma- terials prediction and autonomous synthesis.

Virtual Laboratories: Domain-agnostic workflows for research Challenges in high-throughput inorganic ma- terials prediction and autonomous synthesis

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.411678Z

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=2026-08-06T19:21:48.986018Z digest=sha256:3e367ba74857f46435ab5030e944377a868e0744c37696e0faa71a99bb2d87f9

Observation ba5be147-3cc6-4cae-8e2a-eef98fe59465 · outbound

This paper cites Scilitllm: How to adapt llms for scientific literature understanding, 2025.

Virtual Laboratories: Domain-agnostic workflows for research Scilitllm: How to adapt llms for scientific literature understanding, 2025

Reference 27

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raw_fallback, observed 2026-08-06T19:21:49.404268Z

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=2026-08-06T19:21:48.988583Z digest=sha256:386dececf62f7ffa04d17ee586b7df621ff510d6bf7a3dc91f030f78c636640a

Observation 9a202df7-ed60-401d-bde4-bd91768583b9 · outbound

This paper cites LlamaIndex, 11 2022.

Virtual Laboratories: Domain-agnostic workflows for research LlamaIndex, 11 2022

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.396975Z

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=2026-08-06T19:21:48.990912Z digest=sha256:38c953f0d8a799243cd895b0979fbcc58b7a5bcae514f1df0e5a2d6e962c63c7

Observation 5ae15bcd-62e2-41d1-9b02-f0989f54083c · outbound

This paper cites Reinvent 4: Modern ai–driven generative molecule design.

Virtual Laboratories: Domain-agnostic workflows for research Reinvent 4: Modern ai–driven generative molecule design

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.390126Z

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=2026-08-06T19:21:48.993332Z digest=sha256:b33ca48b099a09b74c4210ba86104b43c99518433acfe7eed71379b5bb6db692

Observation b05528ba-ebc1-4eab-a594-9c28e77a1b8c · outbound

This paper cites Data-efficient co-adaptation of morphol- ogy and behaviour with deep reinforcement learn- ing.

Virtual Laboratories: Domain-agnostic workflows for research Data-efficient co-adaptation of morphol- ogy and behaviour with deep reinforcement learn- ing

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.382913Z

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=2026-08-06T19:21:48.995715Z digest=sha256:c5db60c0aabfd562e3d5d37931a17c59545af04e85bf963dbb916f2b3b441061

Observation 11651b4b-ce97-42cd-aff9-aa415661f37a · outbound

This paper cites What is missing in autonomous discovery: open challenges for the com- munity.

Virtual Laboratories: Domain-agnostic workflows for research What is missing in autonomous discovery: open challenges for the com- munity

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.375142Z

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=2026-08-06T19:21:48.998146Z digest=sha256:bc2246ba10c3dcc9e9d47dfb618ce8fba8d1992a88a67dc94bfaa5b0e70f28f4

Observation 7bafda80-37a8-409e-81c4-f27b8ac081c4 · outbound

This paper cites Online laboratories and virtual experimentation in higher education from a sociotechnical-pedagogical design perspective.

Virtual Laboratories: Domain-agnostic workflows for research Online laboratories and virtual experimentation in higher education from a sociotechnical-pedagogical design perspective

Reference 32

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raw_fallback, observed 2026-08-06T19:21:49.367907Z

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=2026-08-06T19:21:49.000651Z digest=sha256:11b38133e7cdab6a69d27b5f5d4ab29e2831b9e514428a8d6997863be43f45f5

Observation 0f37bd4b-8efb-40f3-942e-13d27e53ceb4 · outbound

This paper cites Scaling deep learning for ma- terials discovery.

Virtual Laboratories: Domain-agnostic workflows for research Scaling deep learning for ma- terials discovery

Reference 33

Resolution
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raw_fallback, observed 2026-08-06T19:21:49.360009Z

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=2026-08-06T19:21:49.003312Z digest=sha256:a4ae32ad2bd70859a14e3d73728c1e4524bd71b3351ef72e312918c02dbeb98b

Observation 4c23437f-0f06-4f6a-bb69-c5af97ff2ca9 · outbound

This paper cites Semantic Kernel: Model-agnostic SDK for AI agents and multi-agent systems.

Virtual Laboratories: Domain-agnostic workflows for research Semantic Kernel: Model-agnostic SDK for AI agents and multi-agent systems

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.352665Z

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=2026-08-06T19:21:49.005703Z digest=sha256:efa1f0a34c8b50129f713537c890e2d21cd0659bc1c8f28c589f98dbcf3afcaf

Observation 08d0b3c0-dacb-44b9-8e93-26225d007b66 · outbound

This paper cites Sustainable data analysis with snakemake.

Virtual Laboratories: Domain-agnostic workflows for research Sustainable data analysis with snakemake

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.341429Z

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=2026-08-06T19:21:49.008035Z digest=sha256:16802eab742e0894184a8336ac8acad1aad70fd9b726c66b631e19f8d90addc7

Observation 5e83c1cc-469c-48dc-a13e-3c5beafff7b9 · outbound

This paper cites Boss: Bayesian optimization over string spaces.

Virtual Laboratories: Domain-agnostic workflows for research Boss: Bayesian optimization over string spaces

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.333925Z

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=2026-08-06T19:21:49.010262Z digest=sha256:12834f60374abdcbe36385e30e4651aef69a33257dfb3ed9a8965be7b05dca0a

Observation cd7b4840-4e50-45e2-8ab7-7bf97bc5111a · outbound

This paper cites Molecular de-novo design through deep reinforcement learning.

Virtual Laboratories: Domain-agnostic workflows for research Molecular de-novo design through deep reinforcement learning

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.326698Z

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=2026-08-06T19:21:49.012708Z digest=sha256:6bfcdf8fa93a712f961899f52174e6eae259817ef8ea69bc8ebdf8f99c502905

Observation 6b9a2464-185b-4710-8938-4650b1ebeb8c · outbound

This paper cites Deep generative models in de novo drug molecule generation.

Virtual Laboratories: Domain-agnostic workflows for research Deep generative models in de novo drug molecule generation

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.318960Z

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=2026-08-06T19:21:49.014842Z digest=sha256:f9705298fa556228531d9ae1de4b56447d28c128c6fc5f5a9100b03cf1bdd9ba

Observation 1eac75ac-faa2-41b0-a13a-e59c60352f63 · outbound

This paper cites Phet: Interactive simulations for teaching and learning physics.

Virtual Laboratories: Domain-agnostic workflows for research Phet: Interactive simulations for teaching and learning physics

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.310879Z

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=2026-08-06T19:21:49.017522Z digest=sha256:a5127b38ba174bffee21327b4304f1436f6ed5d48f862d25609c4ea74b2973d7

Observation f559a13e-3675-40fa-9c8c-13ba865c2f28 · outbound

This paper cites Evaluating chatgpt as an adjunct for radiologic decision-making.

Virtual Laboratories: Domain-agnostic workflows for research Evaluating chatgpt as an adjunct for radiologic decision-making

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.303570Z

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=2026-08-06T19:21:49.019766Z digest=sha256:f17de590208a86f9e1c5ee068981dacd2a607a3c86371c169dccd035f96cd344

Observation afdd3304-c228-4fa5-80d0-3276ac0eb089 · outbound

This paper cites Workflow data patterns: Identification, representation and tool sup- port.

Virtual Laboratories: Domain-agnostic workflows for research Workflow data patterns: Identification, representation and tool sup- port

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.295805Z

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=2026-08-06T19:21:49.022378Z digest=sha256:d9401be106f2815e04e2d59b556646c2596beb92c9a8abb17d2bb5f74beacffd

Observation b5a3fa7a-e45e-4668-b663-8f22da73ce0c · outbound

This paper cites Parkin, Chris A.

Virtual Laboratories: Domain-agnostic workflows for research Parkin, Chris A

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.288234Z

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=2026-08-06T19:21:49.024623Z digest=sha256:8ad531e009feec06f9b5126b70ad7cad056d4721d246fc0b22814c751949de70

Observation 8bc50907-4f29-497d-93a8-ab7defbbbe36 · outbound

This paper cites The effect of virtual laboratories on im- proving students’ srl: an umbrella systematic review.

Virtual Laboratories: Domain-agnostic workflows for research The effect of virtual laboratories on im- proving students’ srl: an umbrella systematic review

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.280331Z

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=2026-08-06T19:21:49.026958Z digest=sha256:34f1e4db86ea03839f536e0da4f37967520c3a18886aaccfe9513d3c015ef392

Observation 78725fb8-d4d5-471e-9377-2944e0124049 · outbound

This paper cites Agent laboratory: Using llm agents as research assistants, 2025.

Virtual Laboratories: Domain-agnostic workflows for research Agent laboratory: Using llm agents as research assistants, 2025

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.272709Z

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=2026-08-06T19:21:49.029240Z digest=sha256:9d553447f193675148010afa3c6e3c675484a1e758f01bdabfec6e1834d619d1

Observation a51783b0-9ef0-4f4b-8622-c1162a793fb8 · outbound

This paper cites Ibm rxn for chemistry: Unveiling the grammar of the organic chemistry lan- guage, 2021.

Virtual Laboratories: Domain-agnostic workflows for research Ibm rxn for chemistry: Unveiling the grammar of the organic chemistry lan- guage, 2021

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.265120Z

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=2026-08-06T19:21:49.031707Z digest=sha256:0f095d3b67774280bc77115691900d07e39737bd17c6c519d59f247de376eda4

Observation 73c16599-c93f-461c-a613-000811958d0d · outbound

This paper cites A virtual ma- chine environment for real time systems laboratories.

Virtual Laboratories: Domain-agnostic workflows for research A virtual ma- chine environment for real time systems laboratories

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.257009Z

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=2026-08-06T19:21:49.034045Z digest=sha256:37d057fc63ea4cb647b8c3580d21a295faf93c909c2aa0de686e320f1942974c

Observation 22e1b541-0b7b-441c-aee2-2f21a878235a · outbound

This paper cites AutoGPT, 2023.

Virtual Laboratories: Domain-agnostic workflows for research AutoGPT, 2023

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.249334Z

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=2026-08-06T19:21:49.036340Z digest=sha256:2dada696e51c5bcd96a463312718e343cca649fe7e17ab1480913ebc06efde82

Observation a99c3439-a74b-49c3-b39e-e3fdceb856e0 · outbound

This paper cites Large language models encode clinical knowledge.

Virtual Laboratories: Domain-agnostic workflows for research Large language models encode clinical knowledge

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:49.039170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:49.039170Z digest=sha256:f9796a289744d811f491ea9cd109508f884011c10bad2fa07999d2a295e01cb2

Observation 27836598-13ab-43fa-8a48-ffcc8f69002b · outbound

This paper cites Computational meth- ods in drug discovery.

Virtual Laboratories: Domain-agnostic workflows for research Computational meth- ods in drug discovery

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.236644Z

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=2026-08-06T19:21:49.041406Z digest=sha256:cfb013472621d1e5e4a19c0802ce0baa8d817bda9663986feaca16ccf405d119

Observation f6986580-d43d-4f52-97a5-56149640a0ab · outbound

This paper cites Towards robot scientists for au- tonomous scientific discovery.

Virtual Laboratories: Domain-agnostic workflows for research Towards robot scientists for au- tonomous scientific discovery

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.229599Z

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=2026-08-06T19:21:49.043747Z digest=sha256:d0200aaeb7566868c58ce953696c19391515e3f2880ec27fbbe8015e0d05a168

Observation 7ad1ca30-8d00-41d3-a891-ea47df965ecc · outbound

This paper cites Autonomous exper- imentation systems for materials development: A community perspective.

Virtual Laboratories: Domain-agnostic workflows for research Autonomous exper- imentation systems for materials development: A community perspective

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.222493Z

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=2026-08-06T19:21:49.046064Z digest=sha256:f5b6c344b0c7fecb665c05d11cff053e6bd9578876190bc7e863cf79a3c10861

Observation c602cf42-9f9b-46fa-9e8e-9fea02aa6fe9 · outbound

This paper cites Labster Virtual Lab Experiments: Basic Biology.

Virtual Laboratories: Domain-agnostic workflows for research Labster Virtual Lab Experiments: Basic Biology

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.215197Z

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=2026-08-06T19:21:49.048383Z digest=sha256:0fb480e81652e64b945a677fcde2776bc4a84543653e51dcf9cbcb18d7c26e33

Observation cbee31bb-acfb-4899-a6f9-4ebce5d3b267 · outbound

This paper cites Organic synthesis in a modular robotic system driven by a chemical pro- gramming language.

Virtual Laboratories: Domain-agnostic workflows for research Organic synthesis in a modular robotic system driven by a chemical pro- gramming language

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.208243Z

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=2026-08-06T19:21:49.050884Z digest=sha256:d4756ee8603d9f1ad58dbf1aeb15fd9fea5c7edbe43190babce3f3d04ae9916f

Observation b4736bbc-f898-4071-8558-54ce0e634c8a · outbound

This paper cites A data fusion approach to optimize compositional stability of halide perovskites.

Virtual Laboratories: Domain-agnostic workflows for research A data fusion approach to optimize compositional stability of halide perovskites

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.201134Z

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=2026-08-06T19:21:49.053188Z digest=sha256:d160116445b146dc2a8b425317bcab1e8cc7a42b3cdc6efe15b8a221a622e15c

Observation 1c43f7d2-00d5-47d2-b9e6-e98883c1a90a · outbound

This paper cites Human-in-the-loop assisted de novo molecular design.

Virtual Laboratories: Domain-agnostic workflows for research Human-in-the-loop assisted de novo molecular design

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.193280Z

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=2026-08-06T19:21:49.055432Z digest=sha256:955dd53df019647e6c1955ddc92f53cccafa89570234ed32b7e051fdd5ed7e95

Observation ca7d4176-d66d-4cff-9379-818b06fcd8a7 · outbound

This paper cites Bulaong, John E.

Virtual Laboratories: Domain-agnostic workflows for research Bulaong, John E

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.185784Z

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=2026-08-06T19:21:49.057710Z digest=sha256:2d96c28586552fdead5cf9a537cc61237b3ae849db29f573cf55512f53ecb0e2

Observation b7b170e2-2f0e-4b76-bdff-255522706324 · outbound

This paper cites An autonomous labo- ratory for the accelerated synthesis of novel materi- als.

Virtual Laboratories: Domain-agnostic workflows for research An autonomous labo- ratory for the accelerated synthesis of novel materi- als

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.178315Z

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=2026-08-06T19:21:49.060008Z digest=sha256:e3b75ae33f2f2b9fbbae99bcc70a667de52717434627f0142da97613840f16d7

Observation 6d29d613-4fe7-4e79-922e-9e23e261c0c8 · outbound

This paper cites A survey of generative ai for de novo drug design: new frontiers in molecule and protein generation.

Virtual Laboratories: Domain-agnostic workflows for research A survey of generative ai for de novo drug design: new frontiers in molecule and protein generation

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.170762Z

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=2026-08-06T19:21:49.062320Z digest=sha256:167e8d98ee511035b6adf995098ea28a1bb1e118c7ddc484cda6f2fc38ced67e

Observation 6de26e11-576b-4384-b888-7fc2ce64e390 · outbound

This paper cites Genesis: Towards the Automation of Systems Biology Research.

Virtual Laboratories: Domain-agnostic workflows for research Genesis: Towards the Automation of Systems Biology Research

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T19:21:49.064683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:21:49.064683Z digest=sha256:df550962d59419d453c83acf1916739fb72653af65bca2e684c6ab7c462ee43b

Observation b9ad6759-53ee-43d1-9ca5-b3ea12b86687 · outbound

This paper cites Ai feyn- man: A physics-inspired method for symbolic regres- sion.

Virtual Laboratories: Domain-agnostic workflows for research Ai feyn- man: A physics-inspired method for symbolic regres- sion

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.162976Z

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=2026-08-06T19:21:49.067394Z digest=sha256:49d3285b53c5542fe1d1cffc127faf4138ccc60c0c11fa48c371629765966aca

Observation 28338861-7e3a-42f2-80be-424d44cb1689 · outbound

This paper cites Scientific discovery in the age of ar- tificial intelligence.

Virtual Laboratories: Domain-agnostic workflows for research Scientific discovery in the age of ar- tificial intelligence

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.154460Z

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=2026-08-06T19:21:49.070053Z digest=sha256:f027f9a76cdc50e75c1e225c7ce6b65758a24f7dd8921471e43bdc50f7d418e9

Observation 6d09e947-d898-4bcb-b0f1-9509cd4a11e2 · outbound

This paper cites Inverse design of materials by machine learning.

Virtual Laboratories: Domain-agnostic workflows for research Inverse design of materials by machine learning

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.146608Z

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=2026-08-06T19:21:49.072519Z digest=sha256:17e030c7373172ec67f1211590f367d0e92466f8798a86d9a1ded7f87df3ef7f

Observation 3fad335f-8faf-4ece-9b9a-bc4cceb3740f · outbound

This paper cites Recent advances in bayesian op- timization.

Virtual Laboratories: Domain-agnostic workflows for research Recent advances in bayesian op- timization

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.138655Z

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=2026-08-06T19:21:49.074923Z digest=sha256:5dac2bf79c298de52f0dd8cc8b9d8c381844dc507a4b85eb27daaa60f9c51387

Observation 59fa0348-9b7b-4afd-a8a9-1e3e801cc23a · outbound

This paper cites Cheaper faster drug development validated by the reposition- ing of drugs against neglected tropical diseases.Jour- nal of the Royal society Interface, 12(104):20141289, 2015.

Virtual Laboratories: Domain-agnostic workflows for research Cheaper faster drug development validated by the reposition- ing of drugs against neglected tropical diseases.Jour- nal of the Royal society Interface, 12(104):20141289, 2015

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.130819Z

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=2026-08-06T19:21:49.077457Z digest=sha256:8d398049b1f56ecab6858591703d2a8d2a35c0a6146b23bf1f8b09c4b38ebb10

Observation e75c4695-2b4c-4239-b29f-66b1582baa22 · outbound

This paper cites The chem- collective—virtual labs for introductory chemistry courses.

Virtual Laboratories: Domain-agnostic workflows for research The chem- collective—virtual labs for introductory chemistry courses

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:21:49.122600Z

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=2026-08-06T19:21:49.079768Z digest=sha256:f05e355506ab789afebef6473ae3bc5840d0e6e20aa3f83725ab63557e0600e0

Pith citing papers

No inbound Pith citation observations are available.