Paper Citation Record · LEDGER

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation

As of 16 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2412.14187.

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

pith.paper-citation-record.v1
2412.14187 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:29:57.365489Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

19 of 19 outbound references displayed

verified exact2
verified fuzzy4
unresolved12
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1b512229-9e34-4ac7-bd2b-2d7296b1ca2e · outbound

This paper cites Dark Patterns at Scale,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Dark Patterns at Scale,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.319807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54b705bc-e616-4308-91cf-aab4bcc22667 · outbound

This paper cites ‘Nothing comes before profit’: Asshole design in the wild,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation ‘Nothing comes before profit’: Asshole design in the wild,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.323222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 076a8bd5-bf19-477e-91f2-5a058d4c9395 · outbound

This paper cites Ethical mediat ion in UX practice,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Ethical mediat ion in UX practice,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.326708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d437814-e6e1-452f-942f-6374bcd2fd8a · outbound

This paper cites Wayback Machine.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Wayback Machine

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:29:57.925522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b0ee065d-aa7d-46d3-bc41-88afb53f6dcb · outbound

This paper cites The dark (patterns) side of UX design,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation The dark (patterns) side of UX design,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.332169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e84a043-c78e-484a-a5fc-7af9a373b15d · outbound

This paper cites #Darkpatterns: UX Practitioner Conversations About Ethical Design,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation #Darkpatterns: UX Practitioner Conversations About Ethical Design,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.334741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14e56618-7db9-4b35-ba1e-641b06ae5975 · outbound

This paper cites Unmasking Dark Patterns: A Machine Learning Approach to Detecting Deceptive Design in E -commerce Websites,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Unmasking Dark Patterns: A Machine Learning Approach to Detecting Deceptive Design in E -commerce Websites,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:29:57.916969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c5916dec-13b3-4adb-bee0-7bcb10f9319f · outbound

This paper cites A Domain -Independent Holistic Approach to Deception Detection,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation A Domain -Independent Holistic Approach to Deception Detection,

Reference 8

Resolution: malformed identifier; doi_truncated, observed 2026-08-11T19:29:57.412197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cf315364-074c-4e79-adb9-85b1004f14ed · outbound

This paper cites Deceptive Patterns (aka Dark Patterns) - spreading awareness since 2010.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Deceptive Patterns (aka Dark Patterns) - spreading awareness since 2010

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:29:57.908904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fcf4f781-5b07-41d7-a655-eca91b3f4f4d · outbound

This paper cites Nudges for Privacy and Security,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Nudges for Privacy and Security,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.344397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91112880-2b76-48c8-95cc-08dd01ee1737 · outbound

This paper cites Dark patterns in e -commerce: a dataset and its baseline evaluations,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Dark patterns in e -commerce: a dataset and its baseline evaluations,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.346429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e97bca9-cead-49eb-ad20-0a9e557fc9cd · outbound

This paper cites Detecting Deceptive Dark Patterns in E -commerce Platforms,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Detecting Deceptive Dark Patterns in E -commerce Platforms,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T19:29:57.900830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 343b73fb-dba5-42ce-915f-6d2cc98fbaa1 · outbound

This paper cites AidUI: Toward Automated Recognition of Dark Patterns in User Interfaces,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation AidUI: Toward Automated Recognition of Dark Patterns in User Interfaces,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.352432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84411702-7794-4108-8256-18f7f25b230d · outbound

This paper cites Deception detection using machine learning (ML) and deep learning (DL) techniques: A systematic review,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Deception detection using machine learning (ML) and deep learning (DL) techniques: A systematic review,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.354283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b6461ef-83ea-47cd-ad7b-630bbe355a44 · outbound

This paper cites Why is the User Interface a Dark Pattern? : Explainable Auto-Detection and its Analysis.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Why is the User Interface a Dark Pattern? : Explainable Auto-Detection and its Analysis

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.356781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a172614-6668-4fa6-a2a6-5c96d26c3d4a · outbound

This paper cites Text Classification by Augmenting Bag of Words (BOW) Representation with Co -occurrence Feature,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Text Classification by Augmenting Bag of Words (BOW) Representation with Co -occurrence Feature,

Reference 16

Resolution: verified exact; doi, observed 2026-08-11T19:29:57.400540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 519e5e5b-e954-46e5-939c-7c6a494a8f49 · outbound

This paper cites Classification of EEG signals using neural network and logistic regression,.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Classification of EEG signals using neural network and logistic regression,

Reference 17

Resolution: verified exact; doi, observed 2026-08-11T19:29:57.392374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c50dafc1-4fe6-49d6-8a94-453e2770f965 · outbound

This paper cites Gerber, A.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Gerber, A

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.365489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea736b41-a177-48e8-b276-d11dbad2379f · outbound

This paper cites Detecting Deceptive Dark Patterns in E-commerce Platforms.

Detecting Dark Patterns in User Interfaces Using Logistic Regression and Bag-of-Words Representation Detecting Deceptive Dark Patterns in E-commerce Platforms

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T19:29:57.350153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.