Paper Citation Record · LEDGER

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities

As of 14 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 2 inbound Pith citation observations for arXiv:2412.18161.

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

pith.paper-citation-record.v1
2412.18161 v1

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:02:01.155705Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:48:24.551366Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T03:36:30.109964Z

Reference resolution

76 of 76 outbound references displayed

verified exact2
verified fuzzy45
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 139f10c5-0d57-460b-9beb-01478b09b628 · outbound

This paper cites Methods and Applications of Autonomous Experimentation.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Methods and Applications of Autonomous Experimentation

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.425149Z

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 7260c720-b243-4a3c-8558-14be6f3f7172 · outbound

This paper cites Scientific exploration with expert knowledge (seek) in autonomous scanning probe microscopy with active learning.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Scientific exploration with expert knowledge (seek) in autonomous scanning probe microscopy with active learning

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.408769Z

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 85e68057-8575-40b8-bf08-de4581350248 · outbound

This paper cites Self-driving laboratory for polymer electronics.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Self-driving laboratory for polymer electronics

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.389582Z

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 aabe4a35-9556-4123-a7c6-b8641cd8887b · outbound

This paper cites Autonomous discovery of emergent morphologies in directed self-assembly of block copolymer blends.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Autonomous discovery of emergent morphologies in directed self-assembly of block copolymer blends

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.373102Z

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 10532aab-b4d6-4526-99f3-c543dd8a7e79 · outbound

This paper cites Autonomous x-ray scattering.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Autonomous x-ray scattering

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.355358Z

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 fc3df7af-412f-4284-9e87-4cef62748058 · outbound

This paper cites Improved understanding of carbon nanotube growth via autonomous jump regression targeting of catalyst activity.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Improved understanding of carbon nanotube growth via autonomous jump regression targeting of catalyst activity

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.337896Z

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 d9ca2af2-de0f-48b4-9e82-3df51913010d · outbound

This paper cites An autonomous laboratory for the accelerated synthesis of novel materials.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities An autonomous laboratory for the accelerated synthesis of novel materials

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.322139Z

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 f27a3c61-c5ae-42c6-895a-d975240c2e34 · outbound

This paper cites A robotic platform for flow synthesis of organic compounds informed by ai planning.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities A robotic platform for flow synthesis of organic compounds informed by ai planning

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.308590Z

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 7630cdc8-72e0-4ecd-84c7-f0f196e35e81 · outbound

This paper cites An introduction to synchrotron radiation: techniques and applications.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities An introduction to synchrotron radiation: techniques and applications

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.294807Z

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 bd4f195b-2c68-471f-8529-ca72bec68093 · outbound

This paper cites X-ray scattering for soft matter research at nsls-ii.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities X-ray scattering for soft matter research at nsls-ii

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.280523Z

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 72b7f350-1453-4122-8e6c-93ae59e31648 · outbound

This paper cites Structural, electrochemical, and (de) lithiation mechanism investigation of cation-disordered rocksalt and spinel hybrid nanomaterials in lithium-ion batteries.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Structural, electrochemical, and (de) lithiation mechanism investigation of cation-disordered rocksalt and spinel hybrid nanomaterials in lithium-ion batteries

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.267685Z

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 6f4ba3b6-51a0-411a-91eb-f319d93c3189 · outbound

This paper cites Concurrent inhibition of oncogenic and wild-type RAS-GTP for cancer therapy.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Concurrent inhibition of oncogenic and wild-type RAS-GTP for cancer therapy

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.254732Z

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 9d153861-f1f5-4545-9477-27ad1b166e2d · outbound

This paper cites Mapping the 3d orientation of nanocrystals and nanostructures in human bone: Indications of novel structural features.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Mapping the 3d orientation of nanocrystals and nanostructures in human bone: Indications of novel structural features

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.241825Z

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 c37f1a8d-6a8f-4710-88f4-c38731ca6965 · outbound

This paper cites Three-dimensional imaging of integrated circuits with macro-to nanoscale zoom.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Three-dimensional imaging of integrated circuits with macro-to nanoscale zoom

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.227569Z

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 19d90947-4ce9-446f-9a95-cd668889155f · outbound

This paper cites Synchrotron x-ray analytical techniques for studying materials electrochem- istry in rechargeable batteries.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Synchrotron x-ray analytical techniques for studying materials electrochem- istry in rechargeable batteries

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.213469Z

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 7038c886-e185-4de9-88b7-0ad467043d13 · outbound

This paper cites Encyclopedia of human computer interaction.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Encyclopedia of human computer interaction

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.196955Z

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 cf37c0e3-af34-4596-a0ee-afe2666ad903 · outbound

This paper cites The virtual lab: AI agents design new SARS-CoV-2 nanobodies with experimental validation.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities The virtual lab: AI agents design new SARS-CoV-2 nanobodies with experimental validation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.185068Z

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 5cfebe0a-2f72-4944-bcfc-c206319167e1 · outbound

This paper cites From Intention To Implementation: Automating Biomedical Research via LLMs.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities From Intention To Implementation: Automating Biomedical Research via LLMs

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:00.878872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 568400b4-bcbc-46e5-b04b-388381357691 · outbound

This paper cites The application of large language models in medicine: A scoping review.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities The application of large language models in medicine: A scoping review

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.172737Z

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 bad7bba4-867d-439b-883f-59e64bd5667d · outbound

This paper cites Autonomous chemical research with large language models.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Autonomous chemical research with large language models

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.159382Z

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 b86be432-cf50-4689-bf33-e29102ff623d · outbound

This paper cites ChemCrow: Augmenting large-language models with chemistry tools.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities ChemCrow: Augmenting large-language models with chemistry tools

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.144464Z

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 4b7d0829-3c59-44d0-9e18-75416f78d9f3 · outbound

This paper cites Leveraging large language models for predictive chemistry.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Leveraging large language models for predictive chemistry

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.129400Z

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 29349c37-ba03-4e33-8b9e-c09c14752317 · outbound

This paper cites Assessment of chemistry knowledge in large language models that generate code.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Assessment of chemistry knowledge in large language models that generate code

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.116118Z

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 7c90eacf-ce7b-44c8-ba08-f5671d5ef7a0 · outbound

This paper cites Chatgpt chemistry assistant for text mining and the prediction of mof synthesis.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Chatgpt chemistry assistant for text mining and the prediction of mof synthesis

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.099887Z

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 1c5a9aa5-3f6a-4ed8-8709-54f6d7224202 · outbound

This paper cites Large Language Model-Guided Prediction Toward Quantum Materials Synthesis.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Large Language Model-Guided Prediction Toward Quantum Materials Synthesis

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-11T05:02:01.395911Z

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 716e26fa-5768-433e-9476-87442d3ffb5a · outbound

This paper cites LLMatDesign: Autonomous Materials Discovery with Large Language Models.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities LLMatDesign: Autonomous Materials Discovery with Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:00.916955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39c86388-0f93-4a3c-9e7d-10a20118b8e3 · outbound

This paper cites LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval and Distillation.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities LLaMP: Large Language Model Made Powerful for High-fidelity Materials Knowledge Retrieval and Distillation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:00.921621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fea4a24-1cb9-4737-b10a-aac873b9299e · outbound

This paper cites Large language models design sequence-defined macromolecules via evolutionary optimization.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Large language models design sequence-defined macromolecules via evolutionary optimization

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.084157Z

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 4878b52a-e1d7-488a-9d9b-5b1f81a807ed · outbound

This paper cites Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:00.930497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97e0b5c7-fad9-4127-bb39-7372ab3c62d0 · outbound

This paper cites Virtual scientific companion for synchrotron beamlines: A prototype.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Virtual scientific companion for synchrotron beamlines: A prototype

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.069353Z

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 e45c82a6-0e85-45eb-ac64-f54c6d9f08f2 · outbound

This paper cites Opportunities for retrieval and tool augmented large language models in scientific facilities.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Opportunities for retrieval and tool augmented large language models in scientific facilities

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.054016Z

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 0a4e0277-5716-426e-ad05-cc3640ce59e4 · outbound

This paper cites ESAC (EQ-SANS Assisting Chatbot): Application of Large Language Models and Retrieval-Augmented Generation for Enhanced User Experience at EQ-SANS.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities ESAC (EQ-SANS Assisting Chatbot): Application of Large Language Models and Retrieval-Augmented Generation for Enhanced User Experience at EQ-SANS

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-11T05:02:01.315540Z

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 1b6b3e17-f5db-4073-86e7-cf2db416e99f · outbound

This paper cites Synergizing human expertise and ai efficiency with language model for microscopy operation and automated experiment design.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Synergizing human expertise and ai efficiency with language model for microscopy operation and automated experiment design

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:02.034018Z

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 4a3c12ba-0330-4d8c-b723-991338ed7282 · outbound

This paper cites PaperQA: Retrieval-Augmented Generative Agent for Scientific Research.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities PaperQA: Retrieval-Augmented Generative Agent for Scientific Research

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:00.953288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cc1a951-3b9f-4bfa-848f-21bd2d3c9eef · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:02.016248Z

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 870643eb-ee44-430e-9cdf-926b1a0e7006 · outbound

This paper cites Language agents achieve superhuman synthesis of scientific knowledge.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Language agents achieve superhuman synthesis of scientific knowledge

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:00.962444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96c6e915-f669-42fa-9cc5-4a57321abded · outbound

This paper cites ORGANA: A robotic assistant for automated chemistry experimentation and characterization.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities ORGANA: A robotic assistant for automated chemistry experimentation and characterization

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.998051Z

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 bdc7d6f9-d213-41a0-a78b-5ed5b92e79d0 · outbound

This paper cites Accelerating computational materials discovery with artificial intelligence and cloud high-performance computing: from large-scale screening to experimental validation.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Accelerating computational materials discovery with artificial intelligence and cloud high-performance computing: from large-scale screening to experimental validation

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.976112Z

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 456f9786-25b3-46bb-9769-a26e405ec81c · outbound

This paper cites Specifications: The missing link to making the development of LLM systems an engineering discipline.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Specifications: The missing link to making the development of LLM systems an engineering discipline

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:00.975670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 464d00e1-91ae-4a72-bed3-2abda7a1eb5e · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.955331Z

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 f706c9c2-f9e7-4225-be67-4af7c6770741 · outbound

This paper cites Bluesky’s Ahead: A Multi-Facility Collaboration for an a la Carte Software Project for Data Acquisition and Management.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Bluesky’s Ahead: A Multi-Facility Collaboration for an a la Carte Software Project for Data Acquisition and Management

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.939003Z

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 a072ddba-cb1d-4c7a-85e7-6e6662c45470 · outbound

This paper cites https://github.com/CFN-softbio/SciAnalysis [Accessed: 2024-12].

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities https://github.com/CFN-softbio/SciAnalysis [Accessed: 2024-12]

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.921516Z

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 1f3371c0-e96f-4202-8efb-374b37ecc6ab · outbound

This paper cites GPT-4 Technical Report.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities GPT-4 Technical Report

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:00.995012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d126b175-60d2-44f9-b5c5-8dfd76bf0120 · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities The claude 3 model family: Opus, sonnet, haiku

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.902222Z

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 82ecaac2-46f0-4dc2-9ff9-49f86fbf09aa · outbound

This paper cites Robust speech recognition via large-scale weak supervision.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Robust speech recognition via large-scale weak supervision

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:01.003982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87ef0093-811a-4494-ae69-e8b714242d9d · outbound

This paper cites Qwen2 Technical Report.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Qwen2 Technical Report

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:01.007930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 877ecd28-017a-4b21-8188-65354d50fce7 · outbound

This paper cites Qwen2.5- coder technical report, 2024.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Qwen2.5- coder technical report, 2024

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:01.012389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6dc8c16-2cb9-4a96-bea6-c9a20ba3a9ff · outbound

This paper cites Language models are few-shot learners.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Language models are few-shot learners

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:01.016525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b096d77c-9572-4d6b-8b92-7c69fafc2a2b · outbound

This paper cites GPT-4 technical report, 2023.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities GPT-4 technical report, 2023

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.851104Z

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 094a1f02-fe8c-4a78-844c-3510f921e16a · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities LoRA: Low-Rank Adaptation of Large Language Models

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:01.024762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17e3f87c-d815-47ac-9fe2-bed132034459 · outbound

This paper cites https://github.com/lbl-camera/tsuchinoko [Accessed: 2024-12].

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities https://github.com/lbl-camera/tsuchinoko [Accessed: 2024-12]

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.834281Z

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 16ba2956-b738-49c2-97eb-b96dca9888ea · outbound

This paper cites Whisper: Automatic speech recognition.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Whisper: Automatic speech recognition

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.818671Z

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 ed331de5-102f-44d4-bb2c-a411d4573cec · outbound

This paper cites https://github.com/Xi-CAM/Xi-cam [Accessed: 2024-12].

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities https://github.com/Xi-CAM/Xi-cam [Accessed: 2024-12]

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.803872Z

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 b3af39ae-e779-4d18-a9fd-7463e8997280 · outbound

This paper cites Xi-cam: a versatile interface for data visualization and analysis.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Xi-cam: a versatile interface for data visualization and analysis

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.787022Z

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 66788b2b-9b1e-4a87-8436-03e8f75c8c35 · outbound

This paper cites Codebleu: a method for automatic evaluation of code synthesis, 2020.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Codebleu: a method for automatic evaluation of code synthesis, 2020

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:01.045656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05953ea5-5e75-4f7b-abaf-87aa44fbbaa1 · outbound

This paper cites LoRA-Whisper: Parameter-Efficient and Extensible Multilingual ASR.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities LoRA-Whisper: Parameter-Efficient and Extensible Multilingual ASR

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:01.049573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d86d7c13-4d12-4393-8091-e8baf92be078 · outbound

This paper cites Towards Rehearsal-Free Multilingual ASR: A LoRA-based Case Study on Whisper.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Towards Rehearsal-Free Multilingual ASR: A LoRA-based Case Study on Whisper

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-11T05:02:01.053917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8aaff020-58cf-43a7-9aab-46c4d6c72455 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.762308Z

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 669f9e71-bab6-4946-855d-e90ef4bebdb9 · outbound

This paper cites When whisper meets tts: Domain adaptation using only synthetic speech data.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities When whisper meets tts: Domain adaptation using only synthetic speech data

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.749015Z

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 cc9c98af-5e9f-4000-9336-c5f56a702f67 · outbound

This paper cites The term [X] is used in.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities The term [X] is used in

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.727094Z

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 8fb2579b-8164-4994-8d28-543cff97f280 · outbound

This paper cites By spelling jargon terms phonetically, the generated audio closely mimicked the pronunciation used by domain specialists, ensuring alignment with real-world usage.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities By spelling jargon terms phonetically, the generated audio closely mimicked the pronunciation used by domain specialists, ensuring alignment with real-world usage

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.711019Z

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 2a7587c7-c4e4-4f74-b576-f7f74b465b81 · outbound

This paper cites For a vocabulary of n new words and k sentences per word, the dataset contained n × k text-audio pairs.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities For a vocabulary of n new words and k sentences per word, the dataset contained n × k text-audio pairs

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.691377Z

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 1490f2f8-28e3-431e-bed5-0d7f25d49396 · outbound

This paper cites LoRA’s ability to minimize computational overhead while effectively adapting models has been demonstrated in prior work [56, 57, 58].

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities LoRA’s ability to minimize computational overhead while effectively adapting models has been demonstrated in prior work [56, 57, 58]

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.674379Z

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 35cbe01f-5bff-48ac-848f-e5efc86d37eb · outbound

This paper cites e x a m p l e _ i n p u t s.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities e x a m p l e _ i n p u t s

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.623273Z

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 3b59edf8-8cd6-42b3-b424-b991ec998501 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.589191Z

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 4e4cca72-d65f-4500-a687-ccca2e048de3 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.568781Z

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 48e28103-74b3-4ea2-8e48-d1db9fe17de9 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.549945Z

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 048664ec-2e33-45a7-a961-7e65c9dc8878 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.533094Z

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 e1b62751-e30d-41ce-b463-b73cb01e2591 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.514564Z

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 0ca65564-1324-42f2-864c-fa16979fdd6b · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.492913Z

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 badcc724-a6ee-4700-987c-23a0d07d544f · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.471682Z

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 d0e71ef0-7823-47f4-9f4e-a47888677678 · outbound

This paper cites Scan incident angle from 0.05 to 1.5 degree (with 0.02 step), exposure time 0.5s.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Scan incident angle from 0.05 to 1.5 degree (with 0.02 step), exposure time 0.5s

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.454015Z

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 30b42145-9915-4d25-97c1-e8edde3b4476 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.657563Z

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 b684c1c4-a4f9-4906-a6b9-f4f4853eb472 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.641071Z

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 2155bcda-141c-4980-b191-96b1522f7940 · outbound

This paper cites an unresolved cited work.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-11T05:02:01.605703Z

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 d054d299-dfc6-4f45-a690-6737650bb8fa · outbound

This paper cites Measure 5 seconds every minute , for 10 minutes.

VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities Measure 5 seconds every minute , for 10 minutes

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T05:02:01.437996Z

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

Observation 90e5c228-0bf9-4861-a70f-9f7e80a8aede · inbound

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications cites this paper.

A Comprehensive Survey of Deep Research: Systems, Methodologies, and Applications VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities

Reference 169

Resolution: unresolved; no resolver link, observed 2026-08-07T00:48:24.551366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 442e08fc-1523-4b4d-a506-f875c18a7d92 · inbound

LAP: An Agent-to-Instrument Protocol for Autonomous Science cites this paper.

LAP: An Agent-to-Instrument Protocol for Autonomous Science VISION: A Modular AI Assistant for Natural Human-Instrument Interaction at Scientific User Facilities

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:36:30.111608Z

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.