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Maxwell Adam

I'm an undergraduate at The University of Melbourne studying neuroscience and math

Melbourne, Australia
max@v3rv.com
github.com/bfpill

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Experience

Timaeus - Research Scientist

July 2025 - present

Timaeus - Research Intern

Jun 2025 - July 2025

Zendesk, Melbourne Aus — Engineering Intern

September 2022 - March 2023

Research (papers)

The Loss Kernel: A Geometric Probe for Deep Learning Interpretability

Maxwell Adam^*, Zach Furman^*, Jesse Hoogland

We introduce the loss kernel, an interpretability method for measuring similarity between data points according to a trained neural network.

Bayesian Influence Functions for Hessian-Free Data Attribution

Philipp Alexander Kreer^*, Wilson Wu, Maxwell Adam, Zach Furman, Jesse Hoogland

We propose the local Bayesian influence function (BIF), an extension of classical influence functions that replaces Hessian inversion with loss landscape statistics that can be estimated via stochastic-gradient MCMC sampling.

Research (blogposts)

Interpreting Complexity - Singular Learning Theory for Interpretability - March 2025

Independent research into using Singular Learning Theory (SLT) ideas for interpretability. Introduce novel interpretability and SLT tools. Published findings on LessWrong. Read the post, or the twitter thread

A Contrastive Analysis of Features in Twin Toy Transformers that (play) Chess - November 2024

Trained SAE's on models trained to predict legal chess moves. Found nice features! Features interactive neuron browsers for exploring the models and interactive graphs, all written in typescript. Read the post

Education

The University of Melbourne - mix of neuro, math, computer science - February 2024 - Present

RMIT University, Melbourne Aus — Bachelor of CS February 2023 - November 2023

Acton Boxborough High School, Boston Ma — HS Diploma 2020 - 2022

Graduated High School in America. Took Honors Physics, Honors Calculus, College Level Java and Unix/Linux Shell Scripting.