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Paper Citation Record · LEDGER

Virtual Laboratories: Domain-agnostic workflows for research

As of 20 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 2026-08-20T06:33:59.587034+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+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.

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.935371Z digest=sha256:013f14ce000874432c00d4b8833e5d7913857952af0d54b57f01a3c95e39872f

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+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

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.941149Z digest=sha256:11cb0015f4bca9c015322ef410696b114ee68442006b7aa00466dadc8c769818

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 2026-08-20T06:33:59.587034+00:00.

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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

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

This paper cites LangChain, 2022.

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

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+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
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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 2026-08-20T06:33:59.587034+00:00.

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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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.957755Z digest=sha256:9f8d7b651a132ec4167218365ac77045f3d4db26fb436f7a1ce670f5533e1604

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.960133Z digest=sha256:66bf565bcf8ed6777bcde10a3daeb4f660a1a9c5fddf8cbe80a2d106aa7260c1

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.962528Z digest=sha256:40675718a96adb53248262d995203d39e3579fc58b1a4f1b6f59ae7ef7906894

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
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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.964835Z digest=sha256:3eb3c285bb39a5f2723e6d951664b10ca084375e9beae6c3dc4eef850265ada5

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.967290Z digest=sha256:c4a31f1d73053aa729a8a4819c580f783548d1b4094213721258b46c08beeaa9

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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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 2026-08-20T06:33:59.587034+00:00.

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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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.974206Z digest=sha256:f17f5b9d4d3f71402ce3a30f475991516555fcf8b701d3f5b6919411d3263bff

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.976630Z digest=sha256:6007c39f47cba6390c4f7057bf88117974d0eed55cc068f227da96a487ac3c02

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.978920Z digest=sha256:86b78fecbab2ac36ba3d4f3fc520bf1e9206543541187033da034678127caca4

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.981239Z digest=sha256:ec12c7e8e0606953f166068cc50bb95be9b06e8c53808a4b4a60ffcc9dfad368

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.983654Z digest=sha256:78cab5efde7c3d768a1a59436592c29a380895f49d5e04612e28d129c56969d7

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.986018Z digest=sha256:fced36f22cb2baabb3e528113d095be4680da9eec214e4ee99a36c49455458f5

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

Resolution
verified fuzzy
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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.988583Z digest=sha256:d173dd533cc2ff2a8c3fc15b86a19d299b18087b54153ac9e5021244db37295b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.990912Z digest=sha256:32212d61082bb901f12727c2175c88a14214469adb44ea2e93bc013afd570a3d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.993332Z digest=sha256:53a047344e90fdeda27b090a0f854ebf3b2470a705b353bf91fcb1a9f4a682f1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.995715Z digest=sha256:c46c4fde7ca1491decefb8322feacf49256accba791c336a82e6b6fa75c24a04

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:48.998146Z digest=sha256:96848a5b614c58ed57b27fdb952ecd0345e4bdf3abba9122cdc00b3ae2d99cab

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.000651Z digest=sha256:65ce95c14c35c865b63e1e345b26372212b7359f58028c18b0ecd3f9389b4260

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

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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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.003312Z digest=sha256:20899ac4e80ad53901a61eb6d333a893315c95aede0b565b5cd5ebaa07f5f572

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.005703Z digest=sha256:20e592c6425c3fb12665e099a6566fa78be1d5dbe897aea3a2e2d00be6b4226d

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.008035Z digest=sha256:83bb4ee8780741da551f69dad3a8aaf7a27151d7ca7aa9f474748041bca5914a

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.010262Z digest=sha256:311aa678fb5dff741638a28d0d3c058dfdb00619e7eafd5dd57a4c6a7fb153f9

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.012708Z digest=sha256:d2fbc8493053294f3544022789403a0e536d5bc1a169b9c6c07dc0d067283821

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.014842Z digest=sha256:6772f5b67fb80a63c6dade55709ee28bf98c8dc1bfbb6cd64b83cb0d04480ad0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.017522Z digest=sha256:ef9fd1da1111f8c39c4c0800adb159410e3362baad9b86e66f94a819b6c164f0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.019766Z digest=sha256:4758544d8eee8b2a82f0bcec9bcf83850e60091d09aeaa0ed7707306e47294dd

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.022378Z digest=sha256:eb627f3744a43960b4e4ae4bf9b2c2954ce1bc7b047a142ce9b2131592e7a145

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.024623Z digest=sha256:0ae8b1f74a9e9bfb3ac5f4cca501fda0ced42aeb393b7950e5a4c0a223651125

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.026958Z digest=sha256:51621712d9e7388f84ff38dadb216ed5749d7cf10e083d1e39f71b8d03db54fa

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.029240Z digest=sha256:81f80d2c06d402244fec3a89591ea817e8334821bfc1972651e0b2f3023ca400

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.031707Z digest=sha256:378ade1bf2c756cf8830f48bade70bc4098a291bbd675df216aa73602ca0b1a0

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.034045Z digest=sha256:0b3dc3791c10217ac59c11a2ce2098c44b6364de2cd3238b450d4fb9ea5e71f3

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.036340Z digest=sha256:a763b08b9e9eaeb2d343124074498ee15bde6abce7ce235b2349d8d905586815

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=sha256:1bfd5836a90b1303718b4905e56214677e29865d897b91eb54515feabdae350e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.041406Z digest=sha256:2ae37bf78e1ed49ecdfe4d382b5f56c8c5f9064b58ecdd348cc50e0ef197d12f

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.043747Z digest=sha256:c3309c15932f7c8645a6b62f58d8d47113e0bb1de7d2cb90f1c3767cc55a8b49

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.046064Z digest=sha256:5e734f5e451d18ee14429fc44f6cc0a70857389d3eb32f09ceb196d9a88b9e1b

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.048383Z digest=sha256:28191eec68d8c77b60cd8a134f223fed23d3323811b7e2e42fb207f27d56fe9c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.050884Z digest=sha256:6d68cd63d683566b9f24f22f69186e2e0064e8f34a77201460790c089a72e342

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.053188Z digest=sha256:a8d3c622757e3de550a41814e8b636346c1bfb7d1e9bb4cb25a49d0c74ced7ab

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.055432Z digest=sha256:8c3cfcd0b39e63d5b8146f1a04b9d1fa90a0609d4dced4d822d94bc4ff00b9ac

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.057710Z digest=sha256:2e8e6f0f8618726fb610aa5e8a33a0f358b39bf945106a219fd42dea0b1d1fc6

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.060008Z digest=sha256:bede9a8ae88aa37bf91e41d5fdd1e6320e0f454f02ba1242bffdb5d7c6560ea5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.062320Z digest=sha256:805db196b90f58c5b6742a6682475f994d39550734dbda8b391ea681b76b950b

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:fb46bbfe1e2478c37d9dd52589d3cef1db1b52809e5f1c39a474627443ac784e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.067394Z digest=sha256:fdcb90f29eb2231ba006af910437caa95cf7558654f2221a13ea12928392ad19

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.070053Z digest=sha256:d98998a6088b8c9e95806dc73aa24dd004da6a4cf0fd4ebc9d6a214009ec0657

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.072519Z digest=sha256:a2cd47da9bf026f73b631a79e3c148a07c27efe0261dae9c872313059c5d76e1

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.074923Z digest=sha256:165da760121a6f9f08b3a822778c3ebd58d27bf7921619c36f3aa337c3d869a5

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.077457Z digest=sha256:4a862708faa642d30aacaea72db0466d9a4c25d4a7850cd73b565789265d5a17

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T19:21:49.079768Z digest=sha256:698612a00a7b3134e22cbee47223ba3210485c193009dc84dbb05b1ae07e6bd1

Pith citing papers

No inbound Pith citation observations are available.