
Potential Hessian Ascent III: Sampling the Sherrington–Kirkpatrick Model at Beta < 1/2 Ewan Davies, Holden Lee, Juspreet Singh Sandhu, Jonathan Shi arxiv.org/abs/2605.03718 [𝚖𝚊𝚝𝚑.𝙿𝚁 𝚌𝚜.𝙳𝚂 𝚖𝚊𝚝𝚑-𝚙𝚑]
Juspreet Singh Sandhu
1.1K posts

@JuspreetS
I like TCS/Mathematical Physics, Badminton/Soccer, Classical Music, Chess, Photography & Korean/Indian Food.

Potential Hessian Ascent III: Sampling the Sherrington–Kirkpatrick Model at Beta < 1/2 Ewan Davies, Holden Lee, Juspreet Singh Sandhu, Jonathan Shi arxiv.org/abs/2605.03718 [𝚖𝚊𝚝𝚑.𝙿𝚁 𝚌𝚜.𝙳𝚂 𝚖𝚊𝚝𝚑-𝚙𝚑]






Unit distances result is very exciting, but re: “math is solved” — humans regularly solve long-open problems, and yet infinitely more interesting open problems remain.


With @oldheneel & @jtnshi (+ Ewan), we extend the PHA framework developed to optimize the SK model to become a negligible TVD-error sampler for beta < 1/2. 2 key conceptual observations: PHA implements ASL at high-temperature + Jarzynski's gives a way to rejection sample 1/2


With @oldheneel & @jtnshi (+ Ewan), we extend the PHA framework developed to optimize the SK model to become a negligible TVD-error sampler for beta < 1/2. 2 key conceptual observations: PHA implements ASL at high-temperature + Jarzynski's gives a way to rejection sample 1/2













