Paper Citation Record · LEDGER

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning

As of 11 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 2 inbound Pith citation observations for arXiv:2603.17863.

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

pith.paper-citation-record.v1
2603.17863 v2

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T22:55:21.490267Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-02T21:10:35.240433Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T18:40:02.651674Z

Reference resolution

71 of 71 outbound references displayed

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External citation measurements

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Outbound references

Observation 6f4ae3a9-9d45-4c8f-9679-7182c51994fd · outbound

This paper cites com / CVRL/OpenSourceIrisRecognition/.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning com / CVRL/OpenSourceIrisRecognition/

Reference 1

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Observation 7bcafb4d-e66a-4895-9329-972381f679f9 · outbound

This paper cites Accessed: 03-12-2021.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Accessed: 03-12-2021

Reference 2

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Observation 8b04071e-1e8d-48c9-9b7a-95cb1f7f95ab · outbound

This paper cites http://zbum.ia.pw.edu.pl/EN/node/46,.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning http://zbum.ia.pw.edu.pl/EN/node/46,

Reference 3

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Observation fdf52200-d79b-4e92-afe2-f7d65a2e5296 · outbound

This paper cites Iris presentation attack detection: Where are we now?Pattern Recognition Letters, 138: 483–489, 2020.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Iris presentation attack detection: Where are we now?Pattern Recognition Letters, 138: 483–489, 2020

Reference 4

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Observation 634b604c-f812-437e-a6e4-c75317b8969c · outbound

This paper cites Bowyer, and Adam Czajka.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Bowyer, and Adam Czajka

Reference 5

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Observation b771ad75-653b-4c0f-a0b8-a030d45a9a92 · outbound

This paper cites Comprehen- sive study in open-set iris presentation attack detec- tion.IEEE Transactions on Information Forensics and Security, 18:3238–3250, 2023.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Comprehen- sive study in open-set iris presentation attack detec- tion.IEEE Transactions on Information Forensics and Security, 18:3238–3250, 2023

Reference 6

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Observation ce8e85e7-a7b6-42e3-94e2-606b10ae3672 · outbound

This paper cites Cyborg: Blending human saliency into the loss improves deep learning-based synthetic face detection.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Cyborg: Blending human saliency into the loss improves deep learning-based synthetic face detection

Reference 7

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Observation a53f6b1f-6be8-4e40-9a8f-9c34015869ed · outbound

This paper cites Density-based clustering based on hierarchi- cal density estimates.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Density-based clustering based on hierarchi- cal density estimates

Reference 8

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Observation 6888bb0b-42ae-45ee-bced-10b7df21b989 · outbound

This paper cites Support-vector networks.Machine learning, 20(3):273–297, 1995.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Support-vector networks.Machine learning, 20(3):273–297, 1995

Reference 9

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Observation acfa70b8-75bb-4eb9-afe5-6dbb410388a5 · outbound

This paper cites The regression analysis of binary se- quences.Journal of the Royal Statistical Society Se- ries B: Statistical Methodology, 20(2):215–232, 1958.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning The regression analysis of binary se- quences.Journal of the Royal Statistical Society Se- ries B: Statistical Methodology, 20(2):215–232, 1958

Reference 10

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Observation ebe1c130-6a0b-4cde-b0e9-e9c3d7b507de · outbound

This paper cites Mentor: Human perception-guided pretraining for increased general- ization.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Mentor: Human perception-guided pretraining for increased general- ization

Reference 11

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Observation e26ff16a-8d20-4bd7-870a-bb0b1ee16a74 · outbound

This paper cites Teaching AI to Teach: Leveraging Limited Human Salience Data Into Unlimited Saliency-Based Training.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Teaching AI to Teach: Leveraging Limited Human Salience Data Into Unlimited Saliency-Based Training

Reference 12

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Observation d3dee0a8-97d1-4ada-a771-79169fab8a48 · outbound

This paper cites Presentation at- tack detection for iris recognition: An assessment of the state-of-the-art.ACM Computing Surveys (CSUR), 51(4):1–35, 2018.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Presentation at- tack detection for iris recognition: An assessment of the state-of-the-art.ACM Computing Surveys (CSUR), 51(4):1–35, 2018

Reference 13

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Observation d37a4d25-2566-42e8-b5ed-e97076bc6b6c · outbound

This paper cites On the detection of digital face ma- nipulation.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning On the detection of digital face ma- nipulation

Reference 14

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Observation fb5ea720-265b-4149-abeb-094b3bdbd85b · outbound

This paper cites Human attention in visual question answering: Do humans and deep networks look at the same regions?Computer Vision and Image Understanding, 163:90–100, 2017.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Human attention in visual question answering: Do humans and deep networks look at the same regions?Computer Vision and Image Understanding, 163:90–100, 2017

Reference 15

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Observation 837e6d95-cfd8-4fa0-9510-c296e0705ace · outbound

This paper cites How iris recognition works.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning How iris recognition works

Reference 16

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Observation e42f3012-e365-4850-915f-75dd35affbdd · outbound

This paper cites Autosight: Automatic eye tracking-based system for immediate grading of human expertise.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Autosight: Automatic eye tracking-based system for immediate grading of human expertise

Reference 17

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Observation 2e0ea654-e9ba-4bdb-a431-8da7df54e521 · outbound

This paper cites the best of both worlds!.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning the best of both worlds!

Reference 18

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Observation a1a3a22f-2f9e-4ca0-a68a-35817286e226 · outbound

This paper cites A density-based algorithm for dis- covering clusters in large spatial databases with noise.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning A density-based algorithm for dis- covering clusters in large spatial databases with noise

Reference 19

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Observation da0cf429-c1d4-4975-bb2f-5d0f242ac037 · outbound

This paper cites Iris liveness detection based on quality related features.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Iris liveness detection based on quality related features

Reference 20

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Observation 6169ad02-836d-4f1e-bd8f-514311c28ff6 · outbound

This paper cites Measuring human perception to improve handwritten document transcription.IEEE Transac- tions on Pattern Analysis and Machine Intelligence, 44(10):6594–6601, 2021.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Measuring human perception to improve handwritten document transcription.IEEE Transac- tions on Pattern Analysis and Machine Intelligence, 44(10):6594–6601, 2021

Reference 21

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Observation 3fa3b32a-de3f-42c9-8d39-dfbb03e59bb4 · outbound

This paper cites In artificial intel- ligence (ai) we trust: A qualitative investigation of ai technology acceptance.Journal of Business Logistics, 43(3):388–412, 2022.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning In artificial intel- ligence (ai) we trust: A qualitative investigation of ai technology acceptance.Journal of Business Logistics, 43(3):388–412, 2022

Reference 22

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Observation bd32cfbf-3217-48cb-890c-750d262e7cc6 · outbound

This paper cites Human attention in image captioning: Dataset and analysis.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Human attention in image captioning: Dataset and analysis

Reference 23

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Observation f13a49c4-a7e8-4cd6-a6c4-4e4270476130 · outbound

This paper cites Human gaze control during real- world scene perception.Trends in cognitive sciences, 7(11):498–504, 2003.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Human gaze control during real- world scene perception.Trends in cognitive sciences, 7(11):498–504, 2003

Reference 24

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Observation 106d3a4a-d79b-48fb-a8b1-db721eb8dee7 · outbound

This paper cites Densely connected convo- lutional networks.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Densely connected convo- lutional networks

Reference 25

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Observation 295b5f4c-17f2-4db7-99d9-88f5af87399a · outbound

This paper cites User see, user point: gaze and cursor alignment in web search.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning User see, user point: gaze and cursor alignment in web search

Reference 26

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Observation 73735826-546e-49a2-8bec-1605aef1e5bd · outbound

This paper cites Be specific, be clear: Bridging machine and human cap- tions by scene-guided transformer.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Be specific, be clear: Bridging machine and human cap- tions by scene-guided transformer

Reference 27

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Observation 2fb914d4-5568-4f3d-ae66-9588989babbc · outbound

This paper cites Information technology — biometric presentation attack detection — part 3: Test- ing and reporting.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Information technology — biometric presentation attack detection — part 3: Test- ing and reporting

Reference 28

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Observation 45607cda-8dad-47e0-a981-2153c7588c78 · outbound

This paper cites Salicon: Saliency in context.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Salicon: Saliency in context

Reference 29

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Observation 5e9dc906-fc3c-40d8-a36b-5e6a8c47d192 · outbound

This paper cites A theory of reading: From eye fixations to comprehension.Psy- chological review, 87(4):329, 1980.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning A theory of reading: From eye fixations to comprehension.Psy- chological review, 87(4):329, 1980

Reference 30

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Observation 46f64931-9297-42a4-af8e-e39b0484b02a · outbound

This paper cites Analyzing and improving the image quality of stylegan.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Analyzing and improving the image quality of stylegan

Reference 31

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Observation c1570f15-9f94-4f0a-9578-0e33bd088d8b · outbound

This paper cites Alias-free generative adversarial networks.Ad- vances in neural information processing systems, 34: 852–863, 2021.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Alias-free generative adversarial networks.Ad- vances in neural information processing systems, 34: 852–863, 2021

Reference 32

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Observation e0382580-1243-4eff-860e-7ec6021ec76f · outbound

This paper cites Trustworthy artificial intelligence: a review.ACM computing surveys (CSUR), 55(2):1– 38, 2022.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Trustworthy artificial intelligence: a review.ACM computing surveys (CSUR), 55(2):1– 38, 2022

Reference 33

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Observation c5d91372-a00b-4bf2-9b37-d253a87a3fdc · outbound

This paper cites Revisiting iris recognition with color cosmetic contact lenses.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Revisiting iris recognition with color cosmetic contact lenses

Reference 34

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Observation 0e5f6f3d-db2d-4313-8d55-3eae670d9b2d · outbound

This paper cites Detecting medley of iris spoofing attacks using DESIST.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Detecting medley of iris spoofing attacks using DESIST

Reference 35

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Observation 2086dcbb-2e54-493e-8aac-497b9630a7a1 · outbound

This paper cites Multifeature-based fake iris detection method.Optical Engineering, 46 (12):127204–127204, 2007.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Multifeature-based fake iris detection method.Optical Engineering, 46 (12):127204–127204, 2007

Reference 36

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Observation f4a8f8fe-106b-479a-95d0-337835f803be · outbound

This paper cites Trustworthy ai: From principles to practices.ACM Computing Sur- veys, 55(9):1–46, 2023.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Trustworthy ai: From principles to practices.ACM Computing Sur- veys, 55(9):1–46, 2023

Reference 37

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Observation 99137587-e48c-4128-a720-5b3ebd18e625 · outbound

This paper cites Learning what and where to attend with humans in the loop.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Learning what and where to attend with humans in the loop

Reference 38

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Observation c57ecd0c-ec70-42f9-8143-be8a5c11be54 · outbound

This paper cites The role of fixational eye movements in visual perception.Nature reviews neuroscience, 5 (3):229–240, 2004.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning The role of fixational eye movements in visual perception.Nature reviews neuroscience, 5 (3):229–240, 2004

Reference 39

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Observation 42cfd779-45ac-4407-919c-f8180dc4dea2 · outbound

This paper cites Iris liveness detection com- petition (livdet-iris)–the 2025 edition.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Iris liveness detection com- petition (livdet-iris)–the 2025 edition

Reference 40

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Observation e32302d1-7dbf-4e81-b4aa-48bdbf4dbfc4 · outbound

This paper cites Performance of hu- mans in iris recognition: The impact of iris condition and annotation-driven verification.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Performance of hu- mans in iris recognition: The impact of iris condition and annotation-driven verification

Reference 41

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Observation f030ab57-2822-45bf-8e00-ed77affd511f · outbound

This paper cites Deep learning for iris recognition: A sur- vey.ACM Comput.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Deep learning for iris recognition: A sur- vey.ACM Comput

Reference 42

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Observation 42e41f05-816d-4658-96f3-50e98c84e6f6 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning DINOv2: Learning Robust Visual Features without Supervision

Reference 43

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Observation 180fc635-b0e1-4f68-bb53-9fa4d7d0b308 · outbound

This paper cites Comparing face recog- nition algorithms to humans on challenging tasks.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Comparing face recog- nition algorithms to humans on challenging tasks

Reference 44

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Observation eb6be55e-d385-4f91-8605-cdbdf9cd4364 · outbound

This paper cites A parametric approach to adversarial augmentation for cross-domain iris presentation attack detection.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning A parametric approach to adversarial augmentation for cross-domain iris presentation attack detection

Reference 45

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Observation b3e5a904-d3f0-465b-97ff-3a5a01473d17 · outbound

This paper cites Payeye: Biometric payment and identifica- tion solutions.https://pay-eye.com/, 2025.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Payeye: Biometric payment and identifica- tion solutions.https://pay-eye.com/, 2025

Reference 46

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Observation 2f19325e-3ea4-47f4-b8e9-90dafcab0cf1 · outbound

This paper cites Generalist multimodal llms gain bio- metric expertise via human salience.arXiv preprint arXiv:2603.17173, 2026.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Generalist multimodal llms gain bio- metric expertise via human salience.arXiv preprint arXiv:2603.17173, 2026

Reference 47

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Observation fabb5a52-9625-4101-88ee-ef712a298216 · outbound

This paper cites Model focus improves performance of deep learning- based synthetic face detectors.IEEE Access, 11: 63430–63441, 2023.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Model focus improves performance of deep learning- based synthetic face detectors.IEEE Access, 11: 63430–63441, 2023

Reference 48

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Observation 226c36ef-bcf3-4986-9a10-59ef7acf084a · outbound

This paper cites Involuntary mo- tions of the eye during monocular fixation.Journal of experimental psychology, 40(6):687, 1950.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Involuntary mo- tions of the eye during monocular fixation.Journal of experimental psychology, 40(6):687, 1950

Reference 49

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Observation fd5a3981-f841-4880-9a80-264088b271fd · outbound

This paper cites Visual psychophysics for making face recognition al- gorithms more explainable.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Visual psychophysics for making face recognition al- gorithms more explainable

Reference 50

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Observation acd1b793-3442-4f4e-a4d5-7859bee4e7ea · outbound

This paper cites Eye movement-driven defense against iris print-attacks.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Eye movement-driven defense against iris print-attacks

Reference 51

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Observation a0c3845e-dcb1-41ef-9794-bc78348e9c9a · outbound

This paper cites New support vector algorithms.Neural computation, 12(5):1207–1245,.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning New support vector algorithms.Neural computation, 12(5):1207–1245,

Reference 52

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Observation 43ffe061-a0b2-4374-8627-bd6c6138eadc · outbound

This paper cites D-netpad: An explain- able and interpretable iris presentation attack detector.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning D-netpad: An explain- able and interpretable iris presentation attack detector

Reference 53

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Observation 71dfb58c-4cd5-4c63-a42f-ef67cf0255d4 · outbound

This paper cites DINOv3.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning DINOv3

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Observation 1e3e2abc-ee62-4313-9d00-eb3fd727960f · outbound

This paper cites Benchmarking Foundation Models for Zero-Shot Biometric Tasks.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Benchmarking Foundation Models for Zero-Shot Biometric Tasks

Reference 55

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Observation 8630c9e8-3e1d-451d-aa4e-2d7eaf3367eb · outbound

This paper cites Tapia, L ´azaro Janier Gonz ´alez-Soler, and Christoph Busch.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Tapia, L ´azaro Janier Gonz ´alez-Soler, and Christoph Busch

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Observation 1ef58e8a-5df2-4b84-aae1-dfe9e04c09f4 · outbound

This paper cites Saliency revisited: Analysis of mouse movements versus fixations.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Saliency revisited: Analysis of mouse movements versus fixations

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Observation 588174ee-fb65-47a4-9d7e-c124742a7d06 · outbound

This paper cites Visualising spatio-temporal gaze characteristics for exploratory data analysis in clinical fetal ultrasound scans.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Visualising spatio-temporal gaze characteristics for exploratory data analysis in clinical fetal ultrasound scans

Reference 58

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Observation 27b1c876-bb01-4285-b975-7174b9db2d28 · outbound

This paper cites Iris liveness detection competition (livdet- iris)–the 2023 edition.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Iris liveness detection competition (livdet- iris)–the 2023 edition

Reference 59

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Observation 3a5bb659-8362-4961-aad4-b39a318ab806 · outbound

This paper cites Understanding lin- ear probing then fine-tuning language models from ntk perspective.Advances in Neural Information Process- ing Systems, 37:139786–139822, 2024.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Understanding lin- ear probing then fine-tuning language models from ntk perspective.Advances in Neural Information Process- ing Systems, 37:139786–139822, 2024

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Observation db00663f-4960-4f02-94e7-d03479710e38 · outbound

This paper cites Assessment of iris recognition reliability for eyes affected by ocular pathologies.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Assessment of iris recognition reliability for eyes affected by ocular pathologies

Reference 62

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Observation 4b237689-5b34-47db-979c-2f9b996ac9dd · outbound

This paper cites Presentation attack detection for cadaver iris.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Presentation attack detection for cadaver iris

Reference 63

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Observation 0f4eadc3-968d-4bc7-9c19-f59bd5392d6b · outbound

This paper cites Perception of image features in post- mortem iris recognition: Humans vs machines.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Perception of image features in post- mortem iris recognition: Humans vs machines

Reference 64

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Observation 80c9706f-a9db-42c6-ae85-0dff9401e60e · outbound

This paper cites Post-mortem iris recognition with deep- learning-based image segmentation.Image and Vision Computing, 94:103866, 2020.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Post-mortem iris recognition with deep- learning-based image segmentation.Image and Vision Computing, 94:103866, 2020

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Observation 9fa4ecc2-c487-4e2d-93d6-1a8ca4923de6 · outbound

This paper cites SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features

Reference 66

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Observation 8a0a194f-27dd-4a07-aae7-00d8b5b98db0 · outbound

This paper cites Synthe- sis of large realistic iris databases using patch-based sampling.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Synthe- sis of large realistic iris databases using patch-based sampling

Reference 67

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Observation 624161bc-a3e4-4ccc-8c50-999944877bcf · outbound

This paper cites an unresolved cited work.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Unresolved cited work

Reference 68

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Observation ce06e659-a62d-4b87-952f-a20b8ee522f7 · outbound

This paper cites LivDet-Iris 2015 – Iris Liveness Detection Competition 2015.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning LivDet-Iris 2015 – Iris Liveness Detection Competition 2015

Reference 69

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Observation fd5b29ad-8fbd-473e-8bcb-34655fcbb9f2 · outbound

This paper cites Human gaze assisted artificial intelligence: A review.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Human gaze assisted artificial intelligence: A review

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Observation 63e108d6-a579-460b-989d-b6a64e5d96c3 · outbound

This paper cites Cross-device iris pre- 12 sentation attack detection based on image-text multi- modal alignment.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Cross-device iris pre- 12 sentation attack detection based on image-text multi- modal alignment

Reference 71

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Observation d9320fa7-1e7b-4484-9ba2-e6397b755108 · outbound

This paper cites Learn- ing from models beyond fine-tuning.Nature Machine Intelligence, 7(1):6–17, 2025.

DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning Learn- ing from models beyond fine-tuning.Nature Machine Intelligence, 7(1):6–17, 2025

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Pith citing papers

Observation 66074da7-76f8-4d1d-952f-39c2d117e708 · inbound

Heuresis: Search Strategies for Autonomous AI Research Agents Across Quality, Diversity and Novelty cites this paper.

Heuresis: Search Strategies for Autonomous AI Research Agents Across Quality, Diversity and Novelty DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-04T18:40:02.652945Z

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Observation b5c36963-c30d-43c8-bdb7-4fc664bb2c09 · inbound

Heuresis: Search Strategies for Autonomous AI Research Agents Across Quality, Diversity and Novelty cites this paper.

Heuresis: Search Strategies for Autonomous AI Research Agents Across Quality, Diversity and Novelty DiscoGen: Procedural Generation of Algorithm Discovery Tasks in Machine Learning

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-02T21:17:23.765896Z

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