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Paper Citation Record · LEDGER

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users

As of 14 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2411.18908.

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

pith.paper-citation-record.v1
2411.18908 v2

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T10:50:51.746289Z

measured 60 of 60 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 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

60 of 60 outbound references displayed

  • verified exact0
  • verified fuzzy37
  • unresolved23
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d3f0511c-bca8-428d-a64f-51629b5849d4 · outbound

This paper cites Hearst, Susan T Dumais, Edgar Osuna, John Platt, and Bernhard Scholkopf.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Hearst, Susan T Dumais, Edgar Osuna, John Platt, and Bernhard Scholkopf

Reference 1

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation aa9cce79-1cd9-49d7-a2c1-e2a32331b983 · outbound

This paper cites Recent advances in convolutional neural networks.Pattern recognition, 77:354–377, 2018.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Recent advances in convolutional neural networks.Pattern recognition, 77:354–377, 2018

Reference 2

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no resolver link, observed 2026-08-12T10:50:51.513726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 31036efc-d7fc-49f7-89e1-2b182e1a8f6c · outbound

This paper cites Good at captioning, bad at counting: Benchmarking GPT-4V on Earth observation data.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Good at captioning, bad at counting: Benchmarking GPT-4V on Earth observation data

Reference 3

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no resolver link, observed 2026-08-12T10:50:51.519075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation eafa2640-0500-469a-9c8d-5b60b542520c · outbound

This paper cites Why are Visually-Grounded Language Models Bad at Image Classification?.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Why are Visually-Grounded Language Models Bad at Image Classification?

Reference 4

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no resolver link, observed 2026-08-12T10:50:51.523727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.523727Z digest=sha256:6a583d99acacefc88c1b4d2eb0c6394b27356668e7ea41c8ba51a71732a6967c

Observation c0d226f5-9101-453d-8482-2fb9d87b2857 · outbound

This paper cites Pre-train, prompt, and predict: A systematic survey of prompting methods in natural language processing.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Pre-train, prompt, and predict: A systematic survey of prompting methods in natural language processing

Reference 5

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no resolver link, observed 2026-08-12T10:50:51.528170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.528170Z digest=sha256:23cca8c2c8774c17c76b99a7f563e37421d86343ec7515dbf726572ebafe2fa0

Observation 9d796577-ed53-4cc4-9a55-2296aaae3a5d · outbound

This paper cites Evallm: Interactive evaluation of large language model prompts on user-defined criteria.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Evallm: Interactive evaluation of large language model prompts on user-defined criteria

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.460649Z

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.

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Observation 6b146f68-e933-4065-9a0d-1b627021ad88 · outbound

This paper cites A review of user interface design for interactive machine learning.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users A review of user interface design for interactive machine learning

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.450065Z

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.

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Observation 0b6bfc71-427c-4316-9efa-b5735780308a · outbound

This paper cites Power to the people: The role of humans in interactive machine learning.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Power to the people: The role of humans in interactive machine learning

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-12T10:50:51.540803Z digest=sha256:d4bfea12a52dfcf0ad9ff98b4d8b815034132e60db879fc8273a42568ca270b8

Observation 1dc1faa4-d192-4269-93d3-60b5ee88e282 · outbound

This paper cites Image-to-text translation for interactive image recognition: A comparative user study with non-expert users.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Image-to-text translation for interactive image recognition: A comparative user study with non-expert users

Reference 9

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raw_fallback, observed 2026-08-12T10:50:52.430020Z

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.

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Observation bc82f7a2-e4dd-4c1c-8837-09769211c8e6 · outbound

This paper cites Use of machine learning by non-expert dhh people: Technological understanding and sound perception.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Use of machine learning by non-expert dhh people: Technological understanding and sound perception

Reference 10

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raw_fallback, observed 2026-08-12T10:50:52.419871Z

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.

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Observation 4c1d45ef-c0bb-44a6-80d5-7770cb9252f0 · outbound

This paper cites Interactive machine learning.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Interactive machine learning

Reference 11

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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.

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Observation fc4eba7c-3821-4efe-94d5-a8400008a615 · outbound

This paper cites Grounding interactive machine learning tool design in how non-experts actually build models.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Grounding interactive machine learning tool design in how non-experts actually build models

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.397325Z

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.

source=pdf_text observed=2026-08-12T10:50:51.556400Z digest=sha256:41aabc6d8c4d3aa257f082795e0c7cd6f43af624eed34ef27929b30c583a3170

Observation efb5d8a4-98f4-466f-8847-88abf5d81e58 · outbound

This paper cites Designing interactive transfer learning tools for ml non-experts.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Designing interactive transfer learning tools for ml non-experts

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.385243Z

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.

source=pdf_text observed=2026-08-12T10:50:51.559814Z digest=sha256:23d1a28dce393d36cf877079672ae61a4d1ff1d7d532961aa68f4565ff21eaca

Observation 0a651452-0b5c-49de-9364-50a921f1c7b6 · outbound

This paper cites Investigating audio data visualization for interactive sound recognition.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Investigating audio data visualization for interactive sound recognition

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.374456Z

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.

source=pdf_text observed=2026-08-12T10:50:51.563555Z digest=sha256:ea3c21bb0572ae495e5e9420230dec2f3e990d1a3db6088b1e4388a3e9eb2db5

Observation ac0a2cf9-56db-49f1-a9e2-ebc4b3c01fdb · outbound

This paper cites Spatial labeling: leveraging spatial layout for improving label quality in non-expert image annotation.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Spatial labeling: leveraging spatial layout for improving label quality in non-expert image annotation

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.363041Z

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.

source=pdf_text observed=2026-08-12T10:50:51.567114Z digest=sha256:4447093bed938c2f1225e5e14f7182cf1e1bccbba304847713bfbb2ba31a2a7a

Observation 6ea40953-f2eb-43cc-b3d7-2938c492f84f · outbound

This paper cites Technical understanding from interactive machine learning experience: a study through a public event for science museum visitors.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Technical understanding from interactive machine learning experience: a study through a public event for science museum visitors

Reference 16

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raw_fallback, observed 2026-08-12T10:50:52.350767Z

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.

source=pdf_text observed=2026-08-12T10:50:51.570833Z digest=sha256:41b9a5b7f6f7af088c97a918bc80230e1853cb44dbf13701f532feb49a8c67dc

Observation a9097057-fedb-4e68-80df-1f2689427bde · outbound

This paper cites Ensemblematrix: interactive visualization to support machine learning with multiple classifiers.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Ensemblematrix: interactive visualization to support machine learning with multiple classifiers

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.338826Z

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.

source=pdf_text observed=2026-08-12T10:50:51.575413Z digest=sha256:3a12bc99c27e7eca911ef83520c45b47e25d2e55a9b4c9395fa79195de629bd3

Observation 23b03865-1f43-4d0a-bc98-9ec4d738e166 · outbound

This paper cites Squares: Supporting interactive performance analysis for multiclass classifiers.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Squares: Supporting interactive performance analysis for multiclass classifiers

Reference 18

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raw_fallback, observed 2026-08-12T10:50:52.328425Z

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.

source=pdf_text observed=2026-08-12T10:50:51.579292Z digest=sha256:60c9ef3ca3fd797e6fd86e0e16cb1bd000d892ceb281b99952ffc0952d536fd5

Observation 505bf127-e2ea-40f6-9210-7b30e30ffe0c · outbound

This paper cites Manifold: A model-agnostic framework for interpretation and diagnosis of machine learning models.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Manifold: A model-agnostic framework for interpretation and diagnosis of machine learning models

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.316578Z

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.

source=pdf_text observed=2026-08-12T10:50:51.583289Z digest=sha256:c63300fb82ba7aed3c6dbc891ff2c7d00277407cd4a933f57a90e26179fdd339

Observation a4e5ff21-eace-427b-a40f-1e513dff4378 · outbound

This paper cites Principles of mixed-initiative user interfaces.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Principles of mixed-initiative user interfaces

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.586853Z digest=sha256:d67dfc6127b98d206dec846f9d740fa18ec3b0a1de7a209ed18014dd66b8bcbd

Observation 0b76b541-ab39-430f-8309-b5b2403789cc · outbound

This paper cites The human side of human-chatbot interaction: A systematic literature review of ten years of research on text-based chatbots.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users The human side of human-chatbot interaction: A systematic literature review of ten years of research on text-based chatbots

Reference 21

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raw_fallback, observed 2026-08-12T10:50:52.296555Z

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.

source=pdf_text observed=2026-08-12T10:50:51.590408Z digest=sha256:e7f2f2079fb5cc2d71a17a367093956559c37c3bd2b9201fc7ffa072d15ca715

Observation 438aff57-72c6-448c-bca3-d2a56837dc53 · outbound

This paper cites Artificial intelligence assisted improved human-computer interactions for computer systems.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Artificial intelligence assisted improved human-computer interactions for computer systems

Reference 22

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raw_fallback, observed 2026-08-12T10:50:52.284691Z

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.

source=pdf_text observed=2026-08-12T10:50:51.594539Z digest=sha256:887bb15c8be5e989ef2fa47efe7a464cebe85171853452b676f2652f95811241

Observation 8f4844e9-8160-47fd-992a-25d818d3a046 · outbound

This paper cites The programmer’s assistant: Conversational interaction with a large language model for software development.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users The programmer’s assistant: Conversational interaction with a large language model for software development

Reference 23

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source=pdf_text observed=2026-08-12T10:50:51.598394Z digest=sha256:278c3e161a58fb7f0379106df1965f2e942b166d5c43ea5f333645af4f7d642b

Observation 126c89e0-a7b7-4ff3-a29b-035b1a5ebb5f · outbound

This paper cites Lessons from building stackspot ai: A contextualized ai coding assistant.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Lessons from building stackspot ai: A contextualized ai coding assistant

Reference 24

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raw_fallback, observed 2026-08-12T10:50:52.263325Z

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.

source=pdf_text observed=2026-08-12T10:50:51.602737Z digest=sha256:6e9a715601910045a7d920b31041b84c0a36139f139e09ab9b0509e478feb11d

Observation 1b33b7fe-a461-43cf-9097-bb55c4f9142f · outbound

This paper cites Codeaid: Evaluating a classroom deployment of an llm-based programming assistant that balances student and educator needs.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Codeaid: Evaluating a classroom deployment of an llm-based programming assistant that balances student and educator needs

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.606950Z digest=sha256:aa804c9c725c1bc1269699104283cf9cb08f50088ca919d9f2dc5b48858a1541

Observation a8a422aa-befc-4ff3-9378-6a49ab617345 · outbound

This paper cites How do students use chatgpt as a writing support? Journal of Adolescent & Adult Literacy, 2024.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users How do students use chatgpt as a writing support? Journal of Adolescent & Adult Literacy, 2024

Reference 26

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no resolver link, observed 2026-08-12T10:50:51.610876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.610876Z digest=sha256:fdf3b669407f5dfa60bd33fafef7dc692c11d2a4aaeb9d472fc514702738e19e

Observation 7e106a0b-d7b0-46f8-95b0-ac2ae1cccb27 · outbound

This paper cites Can artificial intelligence help for scientific writing? Critical care, 27(1):75, 2023.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Can artificial intelligence help for scientific writing? Critical care, 27(1):75, 2023

Reference 27

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raw_fallback, observed 2026-08-12T10:50:52.233970Z

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.

source=pdf_text observed=2026-08-12T10:50:51.615226Z digest=sha256:cf0399daebabaae28b83b7f7408f165a9c6f61708c3beb3ef49dab0b15b92931

Observation 647612a5-e104-46e7-b231-503e9c3a4c82 · outbound

This paper cites Ai assisted fashion design: A review.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Ai assisted fashion design: A review

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.223784Z

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.

source=pdf_text observed=2026-08-12T10:50:51.619165Z digest=sha256:d1a613e617fa2f1b338795d1e8dcbe0d341f4f9fb0f6cf254848c94422a2b053

Observation ad466d02-1efe-4bd9-8ffa-de54791b05d2 · outbound

This paper cites Ai-assisted design concept exploration through character space construction.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Ai-assisted design concept exploration through character space construction

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.212063Z

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.

source=pdf_text observed=2026-08-12T10:50:51.623112Z digest=sha256:9833a35cbba49d0507e6aff2c40381c6bc7ae563b38c657dd4856b16dc817c99

Observation 1d393558-c1f5-4b27-ae17-386c658ee4c0 · outbound

This paper cites Sigma: An open-source interactive system for mixed-reality task assistance research–extended abstract.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Sigma: An open-source interactive system for mixed-reality task assistance research–extended abstract

Reference 30

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.197287Z

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.

source=pdf_text observed=2026-08-12T10:50:51.626734Z digest=sha256:a6e5aa8639a05c7be4330e2ea14c285ca07a385c2cf8d1809a9253dfbab3d1d7

Observation 44da61f0-04ad-4242-bdba-2507590812ca · outbound

This paper cites Autonomous Workflow for Multimodal Fine-Grained Training Assistants Towards Mixed Reality.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Autonomous Workflow for Multimodal Fine-Grained Training Assistants Towards Mixed Reality

Reference 31

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no resolver link, observed 2026-08-12T10:50:51.630775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.630775Z digest=sha256:3262bbd5dd25d7c3f6c43fc82971eaba924d95b93465b6187b9ebc63ce2839bf

Observation 9aca8e1f-a0e0-4e6c-9da6-cbc3559e606e · outbound

This paper cites Artificial intelligence in education: A review.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Artificial intelligence in education: A review

Reference 32

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.183316Z

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.

source=pdf_text observed=2026-08-12T10:50:51.635141Z digest=sha256:a0247a188f02c7fe2d7a53e4b18889ac99124d23290236fe6d107a70f4750e86

Observation 6a4a6ad0-a062-414b-833e-1cab0b28986c · outbound

This paper cites AI-TA: Towards an Intelligent Question-Answer Teaching Assistant using Open-Source LLMs.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users AI-TA: Towards an Intelligent Question-Answer Teaching Assistant using Open-Source LLMs

Reference 33

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no resolver link, observed 2026-08-12T10:50:51.639152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.639152Z digest=sha256:cee85fc9c9907d5de6c18f2d9aae3fb4e2ff850d4a7a1ac6e95a95328ba7edbc

Observation ee6649b7-2489-451e-a3b5-a7d49e839f36 · outbound

This paper cites Application of artificial intelligence in wearable devices: Opportunities and challenges.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Application of artificial intelligence in wearable devices: Opportunities and challenges

Reference 34

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raw_fallback, observed 2026-08-12T10:50:52.171231Z

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.

source=pdf_text observed=2026-08-12T10:50:51.643255Z digest=sha256:e3c93e9f6d96e5eb86d5abacd3b0425765efedad55129d17d8244ec88abca826

Observation b094fa6a-1a57-4d1c-9f51-3ae90cb73865 · outbound

This paper cites Advancing health coaching: A comparative study of large language model and health coaches.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Advancing health coaching: A comparative study of large language model and health coaches

Reference 35

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raw_fallback, observed 2026-08-12T10:50:52.160460Z

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.

source=pdf_text observed=2026-08-12T10:50:51.647604Z digest=sha256:b537921e6303caff677fd5b3aee07ca131b7bd2c418201f89ec0cbd9a077090e

Observation 7fd59bbf-c97f-4766-91c6-2fcf6d9c604e · outbound

This paper cites GPTCoach: Towards LLM-Based Physical Activity Coaching.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users GPTCoach: Towards LLM-Based Physical Activity Coaching

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.652064Z digest=sha256:ef8f102aa3e27a323553fe97bb135811651f662195b11a307df735d186e3809d

Observation 9176437c-90e6-484d-bdc1-304dc8591757 · outbound

This paper cites Designing a large language model-based coaching intervention for lifestyle behavior change.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Designing a large language model-based coaching intervention for lifestyle behavior change

Reference 37

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raw_fallback, observed 2026-08-12T10:50:52.147363Z

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.

source=pdf_text observed=2026-08-12T10:50:51.656354Z digest=sha256:296bee070efa73f97a0f5500df212e331c8cf6c57e881beebbfdfa2eee8adf0b

Observation b911cdee-9c6e-4315-8381-836d9152cf18 · outbound

This paper cites NExT-GPT: Any-to-Any Multimodal LLM.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users NExT-GPT: Any-to-Any Multimodal LLM

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.660025Z digest=sha256:174e8a52965d7f9bd0e656be5546e74e3f829fbfd2f914872be1ec646cc5ebfa

Observation d54b971a-86f6-447b-9252-ccf5e3cc206f · outbound

This paper cites A Survey of Resource-efficient LLM and Multimodal Foundation Models.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users A Survey of Resource-efficient LLM and Multimodal Foundation Models

Reference 39

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.663877Z digest=sha256:59d723b66e94b79aefc80d4113a77621a94d78e488be9fdc07e6f1df89881d47

Observation 77dbf145-9040-4293-9d69-3a15a67ea4e6 · outbound

This paper cites Large Multimodal Agents: A Survey.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Large Multimodal Agents: A Survey

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.667650Z digest=sha256:8ee9cc45337965e58f226416b936c388dedc656a18f2a4f0fac34599118704b7

Observation a26308e7-8d31-4da8-92d4-9c193e5d2e40 · outbound

This paper cites GPT-4 Technical Report.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users GPT-4 Technical Report

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.671462Z digest=sha256:45b5523ef52f9b357f276f37b7579e037b8ab9283267217a65bfc04c0cf8d8e2

Observation fe4077a1-aa2b-4e5d-91de-e5f8442cef47 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.675336Z digest=sha256:0883a5a87c3a00e1018b598fbadc3a312d01b21389fc5fcb0e04d7848f4bb421

Observation 95994936-3e8f-461b-8b76-3eccfd1c9fa3 · outbound

This paper cites Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Evaluating LLM -- Generated Multimodal Diagnosis from Medical Images and Symptom Analysis

Reference 43

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.679109Z digest=sha256:c1504cce2b9ac2df560be9d95f147c701c14858d0a7fa33739d1faec7c5b223f

Observation acac960f-cfcd-448b-b30d-7345d252ce66 · outbound

This paper cites Multimodal emotion recognition using feature fusion: An llm-based approach.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Multimodal emotion recognition using feature fusion: An llm-based approach

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.135579Z

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.

source=pdf_text observed=2026-08-12T10:50:51.683157Z digest=sha256:26e759e2beaa84f7ce52e23bbff55dc11a0f922fc752c470f8251f51d699ee1a

Observation c3e1c07f-64af-4067-8932-d401a14bc506 · outbound

This paper cites Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning

Reference 45

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-12T10:50:51.687330Z digest=sha256:68d95b02e4defbf51d2d7e3e926d3a3bb67d044e77cd8df629c73aaa3a551424

Observation d4fa2bb0-8c9f-4d3d-97a4-85a96de8eb14 · outbound

This paper cites Data-efficient fine-tuning for llm-based recommendation.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Data-efficient fine-tuning for llm-based recommendation

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.121752Z

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.

source=pdf_text observed=2026-08-12T10:50:51.692029Z digest=sha256:ddf6926d30a12548b25be7c46ac895e59dbf580fa5a60066aca0882008a27081

Observation a2137e9d-d7d6-4f60-b64c-84e5f9e76951 · outbound

This paper cites Federatedscope-llm: A comprehensive package for fine-tuning large language models in federated learning.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Federatedscope-llm: A comprehensive package for fine-tuning large language models in federated learning

Reference 47

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raw_fallback, observed 2026-08-12T10:50:52.109253Z

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.

source=pdf_text observed=2026-08-12T10:50:51.695822Z digest=sha256:7bd1378429590faea29ac9235813d73e0b6c5b66907572ba795855864c063c59

Observation 8967724a-c1d3-46e8-8338-533790b6e2dd · outbound

This paper cites Automating the development of task-oriented llm-based chatbots.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Automating the development of task-oriented llm-based chatbots

Reference 48

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raw_fallback, observed 2026-08-12T10:50:52.095293Z

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.

source=pdf_text observed=2026-08-12T10:50:51.699774Z digest=sha256:833e022dd971b2f854d27a83ba7c9af134ba409fbca822a3fa9a4ce1ba0f83bb

Observation 3b03a222-1e46-40dc-a8e5-d924fe93de1f · outbound

This paper cites Evaluating Very Long-Term Conversational Memory of LLM Agents.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Evaluating Very Long-Term Conversational Memory of LLM Agents

Reference 49

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.703322Z digest=sha256:4ba15619cb8d3cebe5bb6c4442989a67aa4c269d1c944c4939040afd5b62b433

Observation 6c9134f8-6f99-4951-8742-25962a5ecf67 · outbound

This paper cites Knowledge- augmented large language models for personalized contextual query suggestion.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Knowledge- augmented large language models for personalized contextual query suggestion

Reference 50

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.081299Z

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.

source=pdf_text observed=2026-08-12T10:50:51.707175Z digest=sha256:641ae0ad858823440b2e89c97a9969793ef32735d53c1869ea223d906bdb3cff

Observation 2678b43d-e689-4e39-9924-c94989be0916 · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Generative agents: Interactive simulacra of human behavior

Reference 51

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.711275Z digest=sha256:9f6666fadfed6f5d0e022fabf50a0a90da9b4f9dfba55f8d99264ae5ad287f3f

Observation 189ee20b-75e5-491b-b876-3bfe759030b5 · outbound

This paper cites MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

Reference 52

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.715235Z digest=sha256:34e77de48e9fb0ce5d860500a0e3c252f2acdb835d71b2a2ac32fc4aba906a38

Observation dccc8a25-ae9b-442f-808f-8b0a4f0594af · outbound

This paper cites Support-vector networks.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Support-vector networks

Reference 53

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.719205Z digest=sha256:d270369ac42b6d21ea660b9078bdf9b7a5adfa4e68bdc4688be56e51b8de97fc

Observation 63286de6-9427-4a1a-a498-3d11cef5ae79 · outbound

This paper cites Dcnn-based vegetable image classification using transfer learning: A comparative study.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Dcnn-based vegetable image classification using transfer learning: A comparative study

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.049938Z

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.

source=pdf_text observed=2026-08-12T10:50:51.722495Z digest=sha256:82ba28a9bfd3c217ae7f25773635760b9bf95e22dd37de0e6255a39e3ef0bcc0

Observation 9a30baa8-95a9-4310-8f43-c25a00f41fb2 · outbound

This paper cites One-shot learning of object categories.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users One-shot learning of object categories

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.037383Z

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.

source=pdf_text observed=2026-08-12T10:50:51.726224Z digest=sha256:06bbb56f1d873890fa8be5e6489d8e7875a2f24f455499ddf480df05ebadea6f

Observation 376ffdda-09b1-457f-843e-ba99b0d64829 · outbound

This paper cites Neural style transfer: A review.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Neural style transfer: A review

Reference 56

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.025842Z

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.

source=pdf_text observed=2026-08-12T10:50:51.730365Z digest=sha256:5765fc4445d4a092f2680a366e6c16ffa72460ed3759fd1634e0e37d6acc3667

Observation 315f7ffd-3075-4009-bade-cec8e227557e · outbound

This paper cites A survey on image data augmentation for deep learning.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users A survey on image data augmentation for deep learning

Reference 57

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.010999Z

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.

source=pdf_text observed=2026-08-12T10:50:51.734305Z digest=sha256:8a218467425e72774d4df997140dc9dc45013974941ea68e2319e06608cbce74

Observation 75915caa-a7b5-463e-a479-2ae7bdaa9bbe · outbound

This paper cites Zero-shot text-to-image generation.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Zero-shot text-to-image generation

Reference 58

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:51.993376Z

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.

source=pdf_text observed=2026-08-12T10:50:51.737948Z digest=sha256:c60b0a7c9454ed45c4b8417718e09ac633200a8a65793fa3035cdac2ab953cd2

Observation ead8cfae-44d6-4fa2-ab3d-e92c84643a1a · outbound

This paper cites Image-to-image translation with conditional adversarial networks.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Image-to-image translation with conditional adversarial networks

Reference 59

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.741777Z digest=sha256:145adbd8ef3354266ef622b65c9d8f8d41409117fa3c429bc2bd700e49be6112

Observation cd2d0fd7-403e-43ca-8d38-dd4d9a0c3fce · outbound

This paper cites Ask the assistant.

DuetML: Human-LLM Collaborative Machine Learning Framework for Non-Expert Users Ask the assistant

Reference 60

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verified fuzzy
raw_fallback, observed 2026-08-12T10:50:51.959334Z

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.

source=pdf_text observed=2026-08-12T10:50:51.746289Z digest=sha256:902f3845501b01b8ac9d7b813df9aa02945a08effcd8a7df37107ce4c2f987c0

Pith citing papers

No inbound Pith citation observations are available.