From e30aa6732ca9aa325b0b984518a9432c5fb5bb21 Mon Sep 17 00:00:00 2001 From: heznpc Date: Thu, 21 May 2026 21:33:43 +0900 Subject: [PATCH] =?UTF-8?q?chore(eddy):=20modernization=20sweep=20?= =?UTF-8?q?=E2=80=94=20CI,=20attestations,=20governance,=20BibTeX?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - build-pdf: bump actions to checkout v6 / upload-artifact v7 / xu-cheng latex-action v4.1.0, all pinned by SHA. Workflow default permissions read-only; job-level write + attestations + id-token for SLSA build provenance attached to paper/main.pdf on push-to-main. Also runs on PR. - Add Dependabot config for github-actions ecosystem (weekly). - Add gitleaks workflow as defense-in-depth over push protection (push / PR / weekly cron). - Add .zenodo.json + CITATION.cff for the published DOI (10.5281/zenodo.19074337). Author field uses legal name per Paper layer CLAUDE.md exemption. - Add SECURITY.md with disclosure policy + scope. - README: add build-pdf CI status badge. - Convert inline thebibliography (37 entries) to paper/main.bib + \bibliography{main} with ACM-Reference-Format style. CI latexmk handles the bibtex pass automatically. --- .github/dependabot.yml | 21 ++ .github/workflows/build-pdf.yml | 27 ++- .github/workflows/gitleaks.yml | 29 +++ .zenodo.json | 36 ++++ CITATION.cff | 40 ++++ README.md | 1 + SECURITY.md | 48 +++++ paper/main.bib | 341 ++++++++++++++++++++++++++++++++ paper/main.tex | 190 +----------------- 9 files changed, 541 insertions(+), 192 deletions(-) create mode 100644 .github/dependabot.yml create mode 100644 .github/workflows/gitleaks.yml create mode 100644 .zenodo.json create mode 100644 CITATION.cff create mode 100644 SECURITY.md create mode 100644 paper/main.bib diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 0000000..8d15234 --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,21 @@ +version: 2 + +updates: + # Keep GitHub Actions (including SHA-pinned third-party actions) current. + - package-ecosystem: "github-actions" + directory: "/" + schedule: + interval: "weekly" + day: "monday" + open-pull-requests-limit: 5 + groups: + actions-minor-patch: + update-types: + - "minor" + - "patch" + commit-message: + prefix: "ci" + include: "scope" + labels: + - "ci" + - "dependencies" diff --git a/.github/workflows/build-pdf.yml b/.github/workflows/build-pdf.yml index 376d27f..bdd4148 100644 --- a/.github/workflows/build-pdf.yml +++ b/.github/workflows/build-pdf.yml @@ -6,30 +6,49 @@ on: paths: - 'paper/**' - '.github/workflows/build-pdf.yml' + pull_request: + paths: + - 'paper/**' + - '.github/workflows/build-pdf.yml' workflow_dispatch: +# Workflow-level default is read-only; jobs/steps opt-in to writes explicitly. permissions: - contents: write + contents: read jobs: build: + name: Compile and (on main push) publish PDF runs-on: ubuntu-latest + permissions: + contents: write # required only for the auto-commit step below + attestations: write # required for SLSA build provenance + id-token: write # required for attestation OIDC signing steps: - - uses: actions/checkout@v4 + - name: Checkout + uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 - name: Compile LaTeX - uses: xu-cheng/latex-action@v3 + uses: xu-cheng/latex-action@6549dc21effb2730855a1281407ecfcececc6c1b # v4.1.0 with: root_file: main.tex working_directory: paper - name: Upload PDF artifact - uses: actions/upload-artifact@v4 + uses: actions/upload-artifact@043fb46d1a93c77aae656e7c1c64a875d1fc6a0a # v7.0.1 with: name: eddy-paper path: paper/main.pdf + if-no-files-found: error + + - name: Attest build provenance (SLSA) + if: github.event_name == 'push' && github.ref == 'refs/heads/main' + uses: actions/attest-build-provenance@a2bbfa25375fe432b6a289bc6b6cd05ecd0c4c32 # v4.1.0 + with: + subject-path: paper/main.pdf - name: Commit PDF + if: github.event_name == 'push' && github.ref == 'refs/heads/main' run: | git config user.name "github-actions[bot]" git config user.email "github-actions[bot]@users.noreply.github.com" diff --git a/.github/workflows/gitleaks.yml b/.github/workflows/gitleaks.yml new file mode 100644 index 0000000..d172a4f --- /dev/null +++ b/.github/workflows/gitleaks.yml @@ -0,0 +1,29 @@ +name: Secret scan (gitleaks) + +on: + push: + branches: [main] + pull_request: + workflow_dispatch: + schedule: + # Sunday 04:17 UTC weekly sweep — catches secrets that slipped past push-time scanning. + - cron: "17 4 * * 0" + +permissions: + contents: read + +jobs: + scan: + name: gitleaks + runs-on: ubuntu-latest + steps: + - name: Checkout + uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 + with: + fetch-depth: 0 # full history required for full-repo scan + + - name: Run gitleaks + uses: gitleaks/gitleaks-action@ff98106e4c7b2bc287b24eaf42907196329070c7 # v2.3.9 + env: + # GITLEAKS_LICENSE not required for public repositories. + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} diff --git a/.zenodo.json b/.zenodo.json new file mode 100644 index 0000000..6b7c7d9 --- /dev/null +++ b/.zenodo.json @@ -0,0 +1,36 @@ +{ + "title": "eddy --- ADHD as Competitive Advantage in AI-Augmented Multi-Project Orchestration", + "description": "Position paper proposing that ADHD's rapid stimulus-locking confers a re-engagement speed advantage in AI-augmented multi-session knowledge work, when persistent AI context eliminates the context-reconstruction bottleneck. Includes four falsifiable hypotheses (TTFA / TTFCA / compound productivity / foraging-mediation), boundary conditions, and a 2x2 pilot study design. No experimental results reported; theoretical reframing and testable research agenda.", + "creators": [ + { + "name": "Yoon, Jiyeon", + "affiliation": "Independent Researcher" + } + ], + "upload_type": "publication", + "publication_type": "workingpaper", + "access_right": "open", + "license": "cc-by-4.0", + "keywords": [ + "ADHD", + "neurodivergence", + "human-AI interaction", + "AI-augmented work", + "multi-session orchestration", + "task switching", + "resumption lag", + "cognitive offloading", + "ASSETS 2026" + ], + "communities": [ + {"identifier": "hci"} + ], + "related_identifiers": [ + { + "identifier": "https://github.com/heznpc/eddy", + "relation": "isSupplementTo", + "resource_type": "software" + } + ], + "notes": "Manuscript source of truth: paper/main.tex. PDF auto-built by GitHub Actions and committed to main (see .github/workflows/build-pdf.yml). Venue target: ASSETS 2026 (deadline 2026-06-24)." +} diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 0000000..b243b7f --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,40 @@ +cff-version: 1.2.0 +message: "If you reference this work, please cite it as below." +type: software +title: "eddy --- ADHD as Competitive Advantage in AI-Augmented Multi-Project Orchestration" +abstract: >- + Position paper proposing that ADHD's rapid stimulus-locking confers a + re-engagement speed advantage in AI-augmented multi-session knowledge work, + when persistent AI context eliminates the context-reconstruction bottleneck. + Four falsifiable hypotheses (TTFA / TTFCA / compound productivity / + foraging-mediation), boundary conditions, and a 2x2 pilot study design. +authors: + - family-names: "Yoon" + given-names: "Jiyeon" + affiliation: "Independent Researcher" +license: CC-BY-4.0 +repository-code: "https://github.com/heznpc/eddy" +url: "https://doi.org/10.5281/zenodo.19074337" +keywords: + - ADHD + - neurodivergence + - human-AI interaction + - AI-augmented work + - multi-session orchestration + - task switching + - resumption lag + - cognitive offloading +identifiers: + - type: doi + value: "10.5281/zenodo.19074337" + description: "Zenodo concept DOI (resolves to the latest version)" +preferred-citation: + type: article + title: "Position: Eddy --- ADHD as Competitive Advantage in AI-Augmented Multi-Project Orchestration" + authors: + - family-names: "Yoon" + given-names: "Jiyeon" + affiliation: "Independent Researcher" + year: 2026 + doi: "10.5281/zenodo.19074337" + url: "https://doi.org/10.5281/zenodo.19074337" diff --git a/README.md b/README.md index 11d7533..dee06ac 100644 --- a/README.md +++ b/README.md @@ -6,6 +6,7 @@ Relationship to other work: Companion to ploidy (Program 2 anchor) [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.19074337.svg)](https://doi.org/10.5281/zenodo.19074337) [![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/) +[![Build PDF](https://github.com/heznpc/eddy/actions/workflows/build-pdf.yml/badge.svg?branch=main)](https://github.com/heznpc/eddy/actions/workflows/build-pdf.yml) **Position: ADHD as Competitive Advantage in AI-Augmented Multi-Project Orchestration** diff --git a/SECURITY.md b/SECURITY.md new file mode 100644 index 0000000..afe1b20 --- /dev/null +++ b/SECURITY.md @@ -0,0 +1,48 @@ +# Security Policy + +## Scope + +This repository contains the LaTeX source of a position paper (Zenodo DOI +[10.5281/zenodo.19074337](https://doi.org/10.5281/zenodo.19074337)) and a +GitHub Actions workflow that builds the PDF. + +There is no runtime service, no user-data pipeline, and no third-party +package manifest. The relevant trust surfaces are therefore narrow: + +- The build workflow (`.github/workflows/build-pdf.yml`) — pinned to + third-party action commit SHAs and constrained to least-privilege scopes. +- The secret-scan workflow (`.github/workflows/gitleaks.yml`) — runs on push, + PR, and weekly cron as a defense-in-depth layer over GitHub-native push + protection. +- The published PDF artifact — signed with SLSA build provenance via + `actions/attest-build-provenance` on every push to `main`. + +## Reporting a vulnerability + +Please report security issues by emailing **heznpc@gmail.com** with the +subject line `[security] eddy `. + +You can expect: + +- Acknowledgement within 7 days. +- A disposition (fix planned / no-fix with rationale / out of scope) within + 30 days for verifiable supply-chain or workflow issues. + +For issues that are about the **research content** of the paper rather than +the repository (e.g., factual errors in the manuscript, citation problems, +methodological concerns), please open a public GitHub Issue or email the +address above with the subject line `[research] eddy `. Those +are tracked alongside the manuscript revisions, not under this security +policy. + +## Out of scope + +- General LaTeX rendering quirks that do not affect the published PDF on + Zenodo. +- Reproducibility of an as-yet-unrun pilot study — see `planning/TODO.md` for + the experimental roadmap. + +## Disclosure preference + +Coordinated disclosure preferred. Public disclosure after a fix is published +or after the 30-day window above, whichever comes first. diff --git a/paper/main.bib b/paper/main.bib new file mode 100644 index 0000000..f06f18a --- /dev/null +++ b/paper/main.bib @@ -0,0 +1,341 @@ +@book{barkley1997, + author = {Barkley, Russell A.}, + title = {ADHD and the Nature of Self-Control}, + publisher = {Guilford Press}, + year = {1997} +} + +@article{ashinoff2021, + author = {Ashinoff, Brandon K. and Abu-Akel, Ahmad}, + title = {Hyperfocus: The Forgotten Frontier of Attention}, + journal = {Psychological Research}, + volume = {85}, + number = {1}, + pages = {1--19}, + year = {2021} +} + +@article{volkow2009, + author = {Volkow, Nora D. and Wang, Gene-Jack and Kollins, Scott H. and Wigal, Tim L. and Newcorn, Jeffrey H. and Telang, Frank and Fowler, Joanna S. and Zhu, Wei and Logan, Jean and Ma, Yeming and Pradhan, Kith and Wong, Christopher and Swanson, James M.}, + title = {Evaluating Dopamine Reward Pathway in {ADHD}: Clinical Implications}, + journal = {JAMA}, + volume = {302}, + number = {10}, + pages = {1084--1091}, + year = {2009} +} + +@article{martinussen2005, + author = {Martinussen, Rhonda and Hayden, Jill and Hogg-Johnson, Sheilah and Tannock, Rosemary}, + title = {A Meta-Analysis of Working Memory Impairments in Children with {ADHD}}, + journal = {Journal of the American Academy of Child and Adolescent Psychiatry}, + volume = {44}, + number = {4}, + pages = {377--384}, + year = {2005} +} + +@article{grace2001, + author = {Grace, Anthony A.}, + title = {Psychostimulant Actions on Dopamine and Limbic System Function: Relevance to the Pathophysiology and Treatment of {ADHD}}, + journal = {Annals of the New York Academy of Sciences}, + volume = {931}, + pages = {292--300}, + year = {2001} +} + +@article{castellanos2016, + author = {Castellanos, Francisco X. and Aoki, Yuta}, + title = {Intrinsic Functional Connectivity in Attention-Deficit/Hyperactivity Disorder: A Science in Development}, + journal = {Biological Psychiatry: Cognitive Neuroscience and Neuroimaging}, + volume = {1}, + number = {3}, + pages = {253--261}, + year = {2016} +} + +@article{christoff2016, + author = {Christoff, Kalina and Irving, Zachary C. and Fox, Kieran C. R. and Spreng, R. Nathan and Andrews-Hanna, Jessica R.}, + title = {Mind-Wandering as Spontaneous Thought: A Dynamic Framework}, + journal = {Nature Reviews Neuroscience}, + volume = {17}, + number = {11}, + pages = {718--731}, + year = {2016} +} + +@article{risko2016, + author = {Risko, Evan F. and Gilbert, Sam J.}, + title = {Cognitive Offloading}, + journal = {Trends in Cognitive Sciences}, + volume = {20}, + number = {9}, + pages = {676--688}, + year = {2016} +} + +@article{white2011, + author = {White, Holly A. and Shah, Priti}, + title = {Creative Style and Achievement in Adults with Attention-Deficit/Hyperactivity Disorder}, + journal = {Personality and Individual Differences}, + volume = {50}, + number = {5}, + pages = {673--677}, + year = {2011} +} + +@article{boot2017, + author = {Boot, Nathalie and Baas, Matthijs and van Gaal, Simon and Cools, Roshan and De Dreu, Carsten K. W.}, + title = {Creative Cognition and Dopaminergic Modulation of Fronto-Striatal Networks: Integrative Review and Research Agenda}, + journal = {Neuroscience and Biobehavioral Reviews}, + volume = {78}, + pages = {13--23}, + year = {2017} +} + +@article{hupfeld2019, + author = {Hupfeld, K. E. and Abagis, T. R. and Shah, P.}, + title = {Living ``In the Zone'': Hyperfocus in Adult {ADHD}}, + journal = {ADHD Attention Deficit and Hyperactivity Disorders}, + volume = {11}, + number = {2}, + pages = {191--208}, + year = {2019} +} + +@article{runge2023, + author = {Runge, Yannick and Frings, Christian and Tempel, Tobias}, + title = {Cognitive Offloading to {AI}}, + journal = {Trends in Cognitive Sciences}, + volume = {27}, + number = {12}, + pages = {1089--1091}, + year = {2023} +} + +@inproceedings{iscap2025, + author = {Mew, Lionel}, + title = {Enhancing Programming Productivity for Individuals with {ADHD} Through Generative Artificial Intelligence: An Inductive Analysis}, + booktitle = {Proceedings of the ISCAP Conference}, + series = {v11 n6377}, + address = {Louisville, KY}, + year = {2025} +} + +@misc{arxiv2507, + author = {Deshmukh, Rohan}, + title = {Toward Neurodivergent-Aware Productivity: A Systems and {AI}-Based Human-in-the-Loop Framework for {ADHD}-Affected Professionals}, + howpublished = {arXiv preprint arXiv:2507.06864}, + year = {2025} +} + +@article{bmc2025, + author = {Dah{\`o}, Massimiliano and Caci, Barbara}, + title = {Exploring {AI}-assisted Design of Executive Function Rehabilitation Programs for Individuals with {ADHD}: A Mixed-Methods Evaluation of Prompts and ChatGPT Outputs}, + journal = {BMC Psychology}, + volume = {14}, + pages = {25}, + year = {2025} +} + +@article{pmc2025, + author = {Chirayath, Geethu and Premamalini, K. and Joseph, Joffin}, + title = {Cognitive Offloading or Cognitive Overload? How {AI} Alters the Mental Architecture of Coping}, + journal = {Frontiers in Psychology}, + volume = {16}, + pages = {1699320}, + year = {2025} +} + +@article{altmann2002, + author = {Altmann, Erik M. and Trafton, J. Gregory}, + title = {Memory for Goals: An Activation-Based Model}, + journal = {Cognitive Science}, + volume = {26}, + number = {1}, + pages = {39--83}, + year = {2002} +} + +@article{trafton2003, + author = {Trafton, J. Gregory and Altmann, Erik M. and Brock, Derek P. and Mintz, Farilee E.}, + title = {Preparing to Resume an Interrupted Task: Effects of Prospective Goal Encoding and Retrospective Rehearsal}, + journal = {International Journal of Human-Computer Studies}, + volume = {58}, + number = {5}, + pages = {583--603}, + year = {2003} +} + +@article{monsell2003, + author = {Monsell, Stephen}, + title = {Task Switching}, + journal = {Trends in Cognitive Sciences}, + volume = {7}, + number = {3}, + pages = {134--140}, + year = {2003} +} + +@article{wiklund2017, + author = {Wiklund, Johan and Yu, Wei and Tucker, Reginald and Marino, Louis D.}, + title = {{ADHD}, Impulsivity and Entrepreneurship}, + journal = {Journal of Business Venturing}, + volume = {32}, + number = {6}, + pages = {627--656}, + year = {2017} +} + +@article{macdonald2024, + author = {MacDonald, Hayley J. and Kleppe, Rune and Szigetvari, Peter D. and Haavik, Jan}, + title = {The Dopamine Hypothesis for {ADHD}: An Evaluation of Evidence Accumulated from Human Studies and Animal Models}, + journal = {Frontiers in Psychiatry}, + volume = {15}, + pages = {1492126}, + year = {2024} +} + +@article{faraone2021, + author = {Faraone, Stephen V. and Banaschewski, Tobias and Coghill, David and Zheng, Yi and Biederman, Joseph and Bellgrove, Mark A. and Newcorn, Jeffrey H. and Gignac, Martin and Al Saud, Nouf M. and Manor, Iris and Rohde, Luis Augusto and Yang, Li and Cortese, Samuele and Almagor, Doron and Stein, Mark A. and Albatti, Turki H. and Aljoudi, Haya F. and Alqahtani, Mohammed M. J. and Asherson, Philip and Atwoli, Lukoye and Bölte, Sven and Buitelaar, Jan K. and Crunelle, Cleo L. and Daley, David and Dalsgaard, Søren and Döpfner, Manfred and Espinet, Stacey and Fitzgerald, Michael and Franke, Barbara and Gerlach, Manfred and Haavik, Jan and Hartman, Catharina A. and Hartung, Cynthia M. and Hinshaw, Stephen P. and Hoekstra, Pieter J. and Hollis, Chris and Kollins, Scott H. and Sandra Kooij, J. J. and Kuntsi, Jonna and Larsson, Henrik and Li, Tingyu and Liu, Jing and Merzon, Eugene and Mattingly, Gregory and Mattos, Paulo and McCarthy, Suzanne and Mikami, Amori Yee and Molina, Brooke S. G. and Nigg, Joel T. and Purper-Ouakil, Diane and Omigbodun, Olayinka O. and Polanczyk, Guilherme V. and Pollak, Yehuda and Poulton, Alison S. and Rajkumar, Ravi P. and Reding, Andrew and Reif, Andreas and Rubia, Katya and Rucklidge, Julia and Romanos, Marcel and Ramos-Quiroga, J. Antoni and Schellekens, Arnt and Scheres, Anouk and Schoeman, Renata and Schweitzer, Julie B. and Shah, Henal and Solanto, Mary V. and Sonuga-Barke, Edmund and Soutullo, César and Steinhausen, Hans-Christoph and Swanson, James M. and Thapar, Anita and Tripp, Gail and van de Glind, Geurt and van den Brink, Wim and Van der Oord, Saskia and Venter, Andre and Vitiello, Benedetto and Walitza, Susanne and Wang, Yufeng}, + title = {The World Federation of {ADHD} International Consensus Statement: 208 Evidence-Based Conclusions About the Disorder}, + journal = {Neuroscience and Biobehavioral Reviews}, + volume = {128}, + pages = {789--818}, + year = {2021} +} + +@article{badgaiyan2015, + author = {Badgaiyan, Rajendra D. and Sinha, Subhojit and Sajjad, Masud and Wack, David S.}, + title = {Attenuated Tonic and Enhanced Phasic Release of Dopamine in Attention Deficit Hyperactivity Disorder}, + journal = {PLOS ONE}, + volume = {10}, + number = {9}, + pages = {e0137326}, + year = {2015} +} + +@article{jensen1997, + author = {Jensen, Peter S. and Mrazek, David and Knapp, Penelope K. and Steinberg, Laurence and Pfeffer, Cynthia and Schowalter, John and Shapiro, Theodore}, + title = {Evolution and Revolution in Child Psychiatry: {ADHD} as a Disorder of Adaptation}, + journal = {Journal of the American Academy of Child and Adolescent Psychiatry}, + volume = {36}, + number = {12}, + pages = {1672--1681}, + year = {1997} +} + +@article{eisenberg2008, + author = {Eisenberg, Dan T. A. and Campbell, Benjamin and MacKillop, James and Lum, J. Koji and Wilson, David S.}, + title = {Dopamine Receptor Genetic Polymorphisms and Body Composition in Undernourished Pastoralists: An Exploration of Nutrition Indices Among Nomadic and Recently Settled {Ariaal} Men of Northern {Kenya}}, + journal = {BMC Evolutionary Biology}, + volume = {8}, + pages = {173}, + year = {2008} +} + +@article{williams2006, + author = {Williams, Jonathan and Taylor, Eric}, + title = {The Evolution of Hyperactivity, Impulsivity and Cognitive Diversity}, + journal = {Journal of The Royal Society Interface}, + volume = {3}, + number = {8}, + pages = {399--413}, + year = {2006} +} + +@article{barkley2014sct, + author = {Barkley, Russell A.}, + title = {Sluggish Cognitive Tempo (Concentration Deficit Disorder?): Current Status, Future Directions, and a Plea to Change the Name}, + journal = {Journal of Abnormal Child Psychology}, + volume = {42}, + number = {1}, + pages = {117--125}, + year = {2014} +} + +@article{ranganathan2026, + author = {Ranganathan, Aruna and Ye, Xinyu Mary}, + title = {{AI} Doesn't Reduce Work---It Intensifies It}, + journal = {Harvard Business Review}, + month = feb, + year = {2026} +} + +@article{bedard2026, + author = {Bedard, Jen and Kropp, Megan and Hsu, Maggie and Karaman, Onurcan and Hawes, Jordan and Kellerman, Gabriella}, + title = {When Using {AI} Leads to ``Brain Fry''}, + journal = {Harvard Business Review}, + month = mar, + year = {2026} +} + +@article{barack2024, + author = {Barack, David L. and Ludwig, Vera U. and Parodi, Felipe and Ahmed, Nuwar and Brannon, Elizabeth M. and Ramakrishnan, Arjun and Platt, Michael L.}, + title = {Attention Deficits Linked with Proclivity to Explore While Foraging}, + journal = {Proceedings of the Royal Society B}, + volume = {291}, + number = {2017}, + pages = {20222584}, + year = {2024} +} + +@article{lecunff2024, + author = {Le Cunff, Anne-Laure}, + title = {Distractibility and Impulsivity in {ADHD} as an Evolutionary Mismatch of High Trait Curiosity}, + journal = {Evolutionary Psychological Science}, + volume = {10}, + number = {3}, + pages = {282--297}, + year = {2024} +} + +@misc{meredith2025, + author = {Meredith, Jeremy S.}, + title = {Unifying the {ADHD} Paradox: A Computational Model of Cognitive Specialization}, + howpublished = {PsyArXiv Preprint}, + year = {2025}, + doi = {10.31234/osf.io/frsp4} +} + +@misc{wolf2025, + author = {Wolf, Christopher J.}, + title = {The Paradox of Task Switching in {ADHD}}, + howpublished = {PsyArXiv Preprint}, + year = {2025}, + doi = {10.31234/osf.io/mhrba} +} + +@article{cortese2025, + author = {Cortese, Samuele and Song, Mengshi and Farhat, Luis C. and Yon, David K. and Lee, Seung Won and Kim, Min Seo and Park, Sunyoung and Oh, Jae Won and Lee, Sangil and Cheon, Keun-Ah and Smith, Lee and Gosling, Corentin J. and Polanczyk, Guilherme V. and Larsson, Henrik and Rohde, Luis A. and Faraone, Stephen V. and Koyanagi, Ai and Dragioti, Elena and Radua, Joaquim and Carvalho, Andre F. and Il Shin, Jae and Solmi, Marco}, + title = {Attention-Deficit/Hyperactivity Disorder ({ADHD}) in Adults: Evidence Base, Uncertainties and Controversies}, + journal = {World Psychiatry}, + volume = {24}, + number = {3}, + pages = {347--371}, + year = {2025} +} + +@misc{metr2025, + author = {Becker, Joel and Rush, Nate and Barnes, Elizabeth and Rein, David}, + title = {Measuring the Impact of Early-2025 {AI} on Experienced Open-Source Developer Productivity}, + howpublished = {arXiv preprint arXiv:2507.09089}, + year = {2025} +} + +@incollection{campbell2024, + author = {Campbell, James and Cerci, Sena and Cecchinato, Marta E.}, + title = {{ADHD} and Knowledge Work: Exploring Strategies, Challenges and Opportunities for {AI}}, + booktitle = {INTERACT 2023 Workshops, LNCS}, + volume = {14535}, + pages = {115--123}, + year = {2024} +} + +@article{xu2025, + author = {Xu, Zhongning and Liu, Fan and Xia, Guopeng and Duan, Yulin and Yu, Long}, + title = {A Scoping Review of Inclusive and Adaptive Human--{AI} Interaction Design for Neurodivergent Users}, + journal = {Disability and Rehabilitation: Assistive Technology}, + pages = {1--19}, + year = {2025} +} diff --git a/paper/main.tex b/paper/main.tex index 79b83da..f0b5ee9 100644 --- a/paper/main.tex +++ b/paper/main.tex @@ -365,193 +365,7 @@ \section{Conclusion} We propose that AI tool designers, workplace accommodation frameworks, and neurodiversity researchers consider this possibility: that the \emph{eddy}---the rapid, circular re-engagement pattern that ADHD attention naturally exhibits---may be the optimal strategy for the next generation of AI-augmented workflows. % =================================================================== -\begin{thebibliography}{37} - -\bibitem{barkley1997} -R.~A. Barkley. 1997. -\newblock ADHD and the Nature of Self-Control. -\newblock {\em Guilford Press}. - -\bibitem{ashinoff2021} -B.~K. Ashinoff and A.~Abu-Akel. 2021. -\newblock Hyperfocus: The Forgotten Frontier of Attention. -\newblock {\em Psychological Research} 85, 1 (2021), 1--19. - -\bibitem{volkow2009} -N.~D. Volkow et~al. 2009. -\newblock Evaluating Dopamine Reward Pathway in ADHD: Clinical Implications. -\newblock {\em JAMA} 302, 10 (2009), 1084--1091. - -\bibitem{martinussen2005} -R.~Martinussen et~al. 2005. -\newblock A Meta-Analysis of Working Memory Impairments in Children with ADHD. -\newblock {\em J.~American Academy of Child \& Adolescent Psychiatry} 44, 4 (2005), 377--384. - -\bibitem{grace2001} -A.~A. Grace. 2001. -\newblock Psychostimulant Actions on Dopamine and Limbic System Function: Relevance to the Pathophysiology and Treatment of ADHD. -\newblock {\em Annals of the New York Academy of Sciences} 931 (2001), 292--300. - -\bibitem{castellanos2016} -F.~X. Castellanos and Y.~Aoki. 2016. -\newblock Intrinsic Functional Connectivity in Attention-Deficit/Hyperactivity Disorder: A Science in Development. -\newblock {\em Biological Psychiatry: CNNI} 1, 3 (2016), 253--261. - -\bibitem{christoff2016} -K.~Christoff et~al. 2016. -\newblock Mind-Wandering as Spontaneous Thought: A Dynamic Framework. -\newblock {\em Nature Reviews Neuroscience} 17, 11 (2016), 718--731. - -\bibitem{risko2016} -E.~F. Risko and S.~J. Gilbert. 2016. -\newblock Cognitive Offloading. -\newblock {\em Trends in Cognitive Sciences} 20, 9 (2016), 676--688. - -\bibitem{white2011} -H.~A. White and P.~Shah. 2011. -\newblock Creative Style and Achievement in Adults with Attention-Deficit/Hyperactivity Disorder. -\newblock {\em Personality and Individual Differences} 50, 5 (2011), 673--677. - -\bibitem{boot2017} -N.~Boot et~al. 2017. -\newblock Creative Cognition and Dopaminergic Modulation of Fronto-Striatal Networks: Integrative Review and Research Agenda. -\newblock {\em Neuroscience \& Biobehavioral Reviews} 78 (2017), 13--23. - -\bibitem{hupfeld2019} -K.~E. Hupfeld et~al. 2019. -\newblock Living ``In the Zone'': Hyperfocus in Adult ADHD. -\newblock {\em ADHD Attention Deficit and Hyperactivity Disorders} 11, 2 (2019), 191--208. - -\bibitem{runge2023} -Y.~Runge et~al. 2023. -\newblock Cognitive Offloading to AI. -\newblock {\em Trends in Cognitive Sciences} 27, 12 (2023), 1089--1091. - -\bibitem{iscap2025} -L.~Mew. 2025. -\newblock Enhancing Programming Productivity for Individuals with ADHD Through Generative Artificial Intelligence: An Inductive Analysis. -\newblock {\em 2025 Proceedings of the ISCAP Conference}, v11 n6377, Louisville, KY. - -\bibitem{arxiv2507} -R.~Deshmukh. 2025. -\newblock Toward Neurodivergent-Aware Productivity: A Systems and AI-Based Human-in-the-Loop Framework for ADHD-Affected Professionals. -\newblock {\em arXiv preprint} arXiv:2507.06864. - -\bibitem{bmc2025} -M.~Dah\`{o} and B.~Caci. 2025. -\newblock Exploring AI-assisted Design of Executive Function Rehabilitation Programs for Individuals with ADHD: A Mixed-Methods Evaluation of Prompts and ChatGPT Outputs. -\newblock {\em BMC Psychology} 14 (2025), 25. - -\bibitem{pmc2025} -G.~Chirayath, K.~Premamalini, and J.~Joseph. 2025. -\newblock Cognitive Offloading or Cognitive Overload? How AI Alters the Mental Architecture of Coping. -\newblock {\em Frontiers in Psychology} 16 (2025), 1699320. - -\bibitem{altmann2002} -E.~M. Altmann and J.~G. Trafton. 2002. -\newblock Memory for Goals: An Activation-Based Model. -\newblock {\em Cognitive Science} 26, 1 (2002), 39--83. - -\bibitem{trafton2003} -J.~G. Trafton, E.~M. Altmann, D.~P. Brock, and F.~E. Mintz. 2003. -\newblock Preparing to Resume an Interrupted Task: Effects of Prospective Goal Encoding and Retrospective Rehearsal. -\newblock {\em International Journal of Human-Computer Studies} 58, 5 (2003), 583--603. - -\bibitem{monsell2003} -S.~Monsell. 2003. -\newblock Task Switching. -\newblock {\em Trends in Cognitive Sciences} 7, 3 (2003), 134--140. - -\bibitem{wiklund2017} -J.~Wiklund, W.~Yu, R.~Tucker, and L.~D. Marino. 2017. -\newblock ADHD, Impulsivity and Entrepreneurship. -\newblock {\em Journal of Business Venturing} 32, 6 (2017), 627--656. - -\bibitem{macdonald2024} -H.~J. MacDonald, R.~Kleppe, P.~D. Szigetvari, and J.~Haavik. 2024. -\newblock The Dopamine Hypothesis for ADHD: An Evaluation of Evidence Accumulated from Human Studies and Animal Models. -\newblock {\em Frontiers in Psychiatry} 15 (2024), 1492126. - -\bibitem{faraone2021} -S.~V. Faraone et~al. 2021. -\newblock The World Federation of ADHD International Consensus Statement: 208 Evidence-Based Conclusions About the Disorder. -\newblock {\em Neuroscience \& Biobehavioral Reviews} 128 (2021), 789--818. - -\bibitem{badgaiyan2015} -R.~D. Badgaiyan, S.~Sinha, M.~Sajjad, and D.~S. Wack. 2015. -\newblock Attenuated Tonic and Enhanced Phasic Release of Dopamine in Attention Deficit Hyperactivity Disorder. -\newblock {\em PLOS ONE} 10, 9 (2015), e0137326. - -\bibitem{jensen1997} -P.~S. Jensen et~al. 1997. -\newblock Evolution and Revolution in Child Psychiatry: ADHD as a Disorder of Adaptation. -\newblock {\em J.~American Academy of Child \& Adolescent Psychiatry} 36, 12 (1997), 1672--1681. - -\bibitem{eisenberg2008} -D.~T.~A. Eisenberg, B.~Campbell, J.~MacKillop, J.~K. Lum, and D.~S. Wilson. 2008. -\newblock Dopamine Receptor Genetic Polymorphisms and Body Composition in Undernourished Pastoralists: An Exploration of Nutrition Indices Among Nomadic and Recently Settled Ariaal Men of Northern Kenya. -\newblock {\em BMC Evolutionary Biology} 8 (2008), 173. - -\bibitem{williams2006} -J.~Williams and E.~Taylor. 2006. -\newblock The Evolution of Hyperactivity, Impulsivity and Cognitive Diversity. -\newblock {\em Journal of The Royal Society Interface} 3, 8 (2006), 399--413. - -\bibitem{barkley2014sct} -R.~A. Barkley. 2014. -\newblock Sluggish Cognitive Tempo (Concentration Deficit Disorder?): Current Status, Future Directions, and a Plea to Change the Name. -\newblock {\em Journal of Abnormal Child Psychology} 42, 1 (2014), 117--125. - -\bibitem{ranganathan2026} -A.~Ranganathan and X.~M. Ye. 2026. -\newblock AI Doesn't Reduce Work---It Intensifies It. -\newblock {\em Harvard Business Review} (February 2026). - -\bibitem{bedard2026} -J.~Bedard, M.~Kropp, M.~Hsu, O.~Karaman, J.~Hawes, and G.~Kellerman. 2026. -\newblock When Using AI Leads to ``Brain Fry.'' -\newblock {\em Harvard Business Review} (March 2026). - -\bibitem{barack2024} -D.~L. Barack, V.~U. Ludwig, F.~Parodi, N.~Ahmed, E.~M. Brannon, A.~Ramakrishnan, and M.~L. Platt. 2024. -\newblock Attention Deficits Linked with Proclivity to Explore While Foraging. -\newblock {\em Proceedings of the Royal Society B} 291, 2017 (2024), 20222584. - -\bibitem{lecunff2024} -A.-L. Le~Cunff. 2024. -\newblock Distractibility and Impulsivity in ADHD as an Evolutionary Mismatch of High Trait Curiosity. -\newblock {\em Evolutionary Psychological Science} 10, 3 (2024), 282--297. - -\bibitem{meredith2025} -J.~S. Meredith. 2025. -\newblock Unifying the ADHD Paradox: A Computational Model of Cognitive Specialization. -\newblock {\em PsyArXiv Preprint} (2025). doi:10.31234/osf.io/frsp4. - -\bibitem{wolf2025} -C.~J. Wolf. 2025. -\newblock The Paradox of Task Switching in ADHD. -\newblock {\em PsyArXiv Preprint} (2025). doi:10.31234/osf.io/mhrba. - -\bibitem{cortese2025} -S.~Cortese et~al. 2025. -\newblock Attention-Deficit/Hyperactivity Disorder (ADHD) in Adults: Evidence Base, Uncertainties and Controversies. -\newblock {\em World Psychiatry} 24, 3 (2025), 347--371. - -\bibitem{metr2025} -J.~Becker, N.~Rush, E.~Barnes, and D.~Rein. 2025. -\newblock Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity. -\newblock {\em arXiv preprint} arXiv:2507.09089. - -\bibitem{campbell2024} -J.~Campbell, S.~Cerci, and M.~E. Cecchinato. 2024. -\newblock ADHD and Knowledge Work: Exploring Strategies, Challenges and Opportunities for AI. -\newblock In {\em INTERACT 2023 Workshops, LNCS} 14535 (2024), 115--123. - -\bibitem{xu2025} -Z.~Xu, F.~Liu, G.~Xia, Y.~Duan, and L.~Yu. 2025. -\newblock A Scoping Review of Inclusive and Adaptive Human--AI Interaction Design for Neurodivergent Users. -\newblock {\em Disability and Rehabilitation: Assistive Technology} (2025), 1--19. - -\end{thebibliography} +\bibliographystyle{ACM-Reference-Format} +\bibliography{main} \end{document}