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willy-b/README.md

UC San Diego (12 graduate courses in Computer Science)

Stanford AI Professional Program

pacman-competition.webm

Google Scholar Profile

https://scholar.google.com/citations?hl=en&user=FAM_-1QAAAAJ

International Association of Privacy Professionals (IAPP.org)

Some Competitions and Challenges

https://raw.githubusercontent.com/willy-b/tiny-GIN-for-ogbg-molhiv/main/tiny_gin_for_ogbg-molhiv_status_update_presentation_slides.pdf

ogbg-molhiv-leaderboard-snapshot

  • CodeSignal Company challenges and weekly competition (2021, before ChatGPT came out)

Wiseline, Jet, Verkada, Thumbtack, Uber, Instacart, Dropbox, Freedom Financial Network, MachineZone, TwoSigma, and many others I did not get screenshots of ...

codesignal_company_challenges_and_general_competition

Linux Foundation Training

LFD480 Programming in Rust

https://www.credly.com/badges/c6860a2c-0dcb-4cf7-963d-23a3775b986d

Hi there 👋

My LinkedIn is at www.linkedin.com/in/william-bruns-5887b6132 .

My life partner's page is at https://github.com/i-am-ying-li .

Personal update: Thankful to have been able to donate >$30,000 to the US Public Debt in 2024, added pledge to donate at least $13K/year to National Science Foundation (NSF) going forward - https://www.facebook.com/willy.bruns/posts/pfbid02L15oFAxd5bZLbonNsAVAqzFMiynTW5qFZHAw2t5qCMn77zkb2XBtAZ1vebkqXEUEl (note my overall Facebook profile which has public content is typically shadowbanned to public by FB, unclear why but started in mid-2025, but direct links typically work ).

Note: I often use the ET or UTC timezones in my commits but I am in the Pacific timezone. This is because my computer resets to an operating system base image every session and the operating system has a default timezone (Fedora 40 to 42 upgrade changed from ET to UTC), and I don't usually adjust it.

Pinned Loading

  1. tiny-GIN-for-ogbg-molhiv tiny-GIN-for-ogbg-molhiv Public

    Entry for OGB ogbg-molhiv graph property prediction leaderboard using a tiny 32K parameter graph neural network (GNN). For fun and practice.

    Jupyter Notebook 1

  2. tiny-GIN-for-WNV tiny-GIN-for-WNV Public

    (HIGHLY EXPERIMENTAL) Using a tiny GIN graph neural network to predict Active/Inactive status of molecules in PCBA AID 577 "HTS to identify Inhibitors of West Nile Virus NS2bNS3 Proteinase" and AID…

    Jupyter Notebook

  3. RASP-for-ReCOGS RASP-for-ReCOGS Public

    Writing a paper on using the Restricted Access Sequence Processing language to perform the ReCOGS benchmark and attempt to explain some errors Transformers make on the task. (Will license as libera…

    TeX

  4. RASP-for-COGS RASP-for-COGS Public

    Not to be confused with RASP-for-ReCOGS. Extending that work to cover the original COGS task, the structural generalization splits of which are even harder for Transformers than the ReCOGS variant.

    Python 1