Pith. sign in

Paper Citation Record · LEDGER

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

As of 22 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 2026-08-22T06:32:14.747728+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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.483194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.508029Z digest=sha256:99cb3a95051601d3b04fc387edfcbcb4eb4909a99ded9ca06b58ec4ac7e73ccf

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.513726Z digest=sha256:e35b15d181f7a0d62303e2b008a6e945530d4eb6131dae10737a6072f445e897

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.519075Z digest=sha256:53cd267ad39790ed31f0b32c83dcebd5dbf7b6c99591d5e451f1519cb3dd9e25

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

Resolution
unresolved
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=sha256:8a33a57e1d64e680d1705e059dd166e646dd9db2518939cc94e0ca6a36e33436

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

Resolution
unresolved
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:fe05de2f336133c13c3a1ccdfc7753d2729bc2e712f6c9f77855b0f5666b7ec2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.532553Z digest=sha256:3f2a2510fdabae835accd8032a6baf2aa3a4c69ed76cc209759fb189b3433553

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.536897Z digest=sha256:191df2affdf3ba29949fa5b947d07fdb96cb36bfefb65a8e8515d66620133854

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.440042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.540803Z digest=sha256:aaa04ef4e1ca91423fef4eb3942aad30709ddf366a9995cc21557f26337bb9c5

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.544323Z digest=sha256:2e275d67a24a5da3ecb8352bf0d767c475dacbf77c3c1bf5829b9143d06c5df8

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.547726Z digest=sha256:e94f7b3bb3797166186f73c77efe470e745e4ecefa777df33dfc9b88694e2309

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T10:50:52.408684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.552158Z digest=sha256:dd50168c25842d0d22155aed7a738e764e38796ebd254bb78b19d44a71d21d77

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.556400Z digest=sha256:64a26d56c6b9320117d2f243cbc35f942ee3e90c598cb5dd8840e0ff013659bb

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.559814Z digest=sha256:47a156f9f0239c756ad16740084c9c9b26f9583d3bbedbaab8929373f38f437f

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.563555Z digest=sha256:7463d7a295b9ebe824b9fc1ec73d38efca778fe81e962336a4c446293390a1c4

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.567114Z digest=sha256:8a5cd20f4a5327d8ef2bff0d48cc64059603bac8eb31cff5eaed33275f41c6af

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.570833Z digest=sha256:96544fe5a8f1ccab4c83246f3e976ba589db6959665fecb42bb9cdced75db1f3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.575413Z digest=sha256:52a29a201c8cdb6ef579bf40f7db9bfc4bc8d744b69f6d41b0b7cbb3c1679862

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.579292Z digest=sha256:159b4699c237cf4a90f7a6fc67bc37a06760bebb69e3a8431fa070f176085f18

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.583289Z digest=sha256:c387dedc670cc986354014891eea3913990e59784df8cb9761cd18f1d26c6ce5

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.586853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.586853Z digest=sha256:7e3ea893518cb33d09cf758faca35db024cebf203c35bfab64e5f82cda04e423

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.590408Z digest=sha256:27c152d6bd0f5258fe6843310bbb9d5bef19e3dd21fe2583734bf4386f80a280

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.594539Z digest=sha256:c7f94f7175d25c318193dc9c31825431b46765856649ee6099aa4df6ec7a7a23

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.598394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.598394Z digest=sha256:9a314ce3a214df471105d3cfbd9215ca7fdfd7603ba173fb1c2605f8cc79aa4b

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.602737Z digest=sha256:931a0d8573d888f8a4662bdaee81acc316db641d32c25d2ae9944e541ab84b40

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.606950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.606950Z digest=sha256:892ba87d831fa6e48bf1158d996ec4e7d4848f3940441ea948ba22078939c2ca

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

Resolution
unresolved
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=sha256:86e131aa38a72a769721fdccfe6e09a9497e3553e2a88ea5d3c26d2670bc738b

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.615226Z digest=sha256:2351612243be0b27f7a6dbc0b7e21798083578243962b5dbb0c3e4703355bc81

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.619165Z digest=sha256:237ca3cec429dc06f7b1c27c7a9a0e55b70884420088318e1dd7b9a7e3527f3c

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.623112Z digest=sha256:a5e343cb5832718e447c0949f37bded7ab9dbccb21a38db2860c3b11abdd17c5

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.626734Z digest=sha256:1e598a1927684463c8f76d6015f8ff7e507576aa92162a32f3387152622d84fa

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

Resolution
unresolved
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=sha256:8e2bc04b34882f2f62ddcda44c9ab48552eabf0a903b13675fcab95a2fad3fe6

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.635141Z digest=sha256:0047f2b9327dc912dd2a0e039ee266a398a073fff3f90a3eaf966f46d189727b

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

Resolution
unresolved
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=sha256:09a612be3cbfa88658e22021443e14f491b15a2de094f4852431f7a21afc3843

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.643255Z digest=sha256:1414035d71a49c918508898c4c8ff7c356d696b444e2b45ece201130645c5447

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.647604Z digest=sha256:6ccd02cf11aa1cc66256dd9fa4c771b3b3328b22f05f29da34c23f6306c00590

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.652064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.652064Z digest=sha256:c3877ceec376591792aace5a7b63287cfa4dd7c3977c8226babf46ca8d24b0f2

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.656354Z digest=sha256:e1b75453791ad038baa850fced5a340e85a30249adbdd7c2460343235d7c23c7

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.660025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.660025Z digest=sha256:c6d3a0c0f8df4eab7383c9ca70274fc798409b9047361d2f1e0b4091baad8f2c

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.663877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.663877Z digest=sha256:9aad304b7f0130eec9371cf80d6602478a691f73df7cc35a6594c3342763205c

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.667650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.667650Z digest=sha256:7624358eeae9a450ddd9c7901079c08a762c30d4f9e34f5c39db656ca377b9da

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.671462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.671462Z digest=sha256:9be24e387209deadeee5e98f8fbcf5fe2ed9be29130b0ed79394bed05d9a9fd1

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.675336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.675336Z digest=sha256:637d504e86b2912f96916cca856baacb259d581569f3479a691d380c740881e0

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.679109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.679109Z digest=sha256:ffc222455f07f8492286783e47efa9ba765a4bbb325d31eaa8144e43cfae3ff8

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.683157Z digest=sha256:0e7a7ea2e06e114dc82692b91186acf38c83fa3fba076665d9f74e306601cbe8

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.687330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.687330Z digest=sha256:79721bffe9520ee31962153e2205ce06e7684c5ddffa36b63ed61126b783f2c3

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.692029Z digest=sha256:44cb6e7dd52cb64a9dbcaf72bef2fe990211d36667fd2057e094c5dc20e91e9f

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.695822Z digest=sha256:6039beb6149af161e8b0715e603459cc9600e46740d0e04cacd1a9a8a849bc33

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

Resolution
verified fuzzy
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.699774Z digest=sha256:572a563d017078325b0ba0e4b98920b7231bbe377a46b830ccf365404318035d

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.703322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.703322Z digest=sha256:e7263c95d8d971a9b6fec5bb9a23c8ecf8508103737874b0afcd4c4bb5002ee2

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.707175Z digest=sha256:ccc41863d9111161bf03a61ac32b082c82ef1af5e44fb224a649c3b44481bb84

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.711275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.711275Z digest=sha256:d30cc341f1c236835a81175a14952f20edcc3eb5d60aeff8a80b920a6bd6fd45

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.715235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.715235Z digest=sha256:ffd4e15980ee91c2ba3a96ac4038fed9d176bfc46d2a2643183489d65a1d3380

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.719205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.719205Z digest=sha256:ce8419ec268805c50690ae1b13bfbac38c1efc66eab10c947c85b504bb6b005f

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.722495Z digest=sha256:10c178437a947695f61ff135f9b8b6ae92f76db37500dd3221eb27da92d1b095

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.726224Z digest=sha256:2070562dbb9311b1810af08e106c7dac6272834785307dcdb8d870220862ffe1

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.730365Z digest=sha256:d891b82d79a7b8b78d7771c661a22b0778b68c5372f9699a432672ecd6eefc13

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.734305Z digest=sha256:1967570879234feecb32b38f51c71d7c7cdfedd13f237b6da665bf99137d0ba1

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.737948Z digest=sha256:0153d217c4b59a34fc4f82a24ff35d57c35962b378204f43e674c138c4417309

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

Resolution
unresolved
no resolver link, observed 2026-08-12T10:50:51.741777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T10:50:51.741777Z digest=sha256:f2752a511135c975e51760e399eddb5d7f5898ea195110b17756c691e30cd862

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

Resolution
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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-12T10:50:51.746289Z digest=sha256:f1785d546638b6f40c8a5786dc40da067ce90b66f8e5c26d0fbe95632af854ee

Pith citing papers

No inbound Pith citation observations are available.