4 papers
CrowdMath: A Dataset of Crowdsourced Mathematical Research Discussions
Sherin Muckatira, Jesse Geneson, Slava Gerovitch +3
Large language models have made substantial progress on mathematical reasoning, but existing benchmarks typically evaluate well-specified problems with final answers, step-by-step…
Stable non-minimal fixed points of threshold-linear networks
Jesse Geneson
In threshold-linear networks (TLNs), a fixed point is called minimal if no proper subset of its support is also a fixed point. Curto et al (Advances in Applied Mathematics, 2024) c…
Mistake-bounded online learning with operation caps
Jesse Geneson, Meien Li, Linus Tang
We investigate the mistake-bound model of online learning with caps on the number of arithmetic operations per round. We prove general bounds on the minimum number of arithmetic op…
Bounds on the price of feedback for mistake-bounded online learning
Jesse Geneson, Linus Tang
We improve several worst-case bounds for various online learning scenarios from (Auer and Long, Machine Learning, 1999). In particular, we sharpen an upper bound for delayed ambigu…