A Sampler’s Blog.
The blogger designs principled sampling algorithms that harness the complementary strengths of diverse samples, exploring how their collective potential can unlock stronger reasoning and more capable agents.
His recent works include test-time sampling (PPT, DMS, TRI-TSMC), discrete diffusion (GDPO, SCDD, DiDi Instruct), continuous diffusion (VSDM, SB-TS), and deep samplers (DeepReplica I, II, DeepPT, AWSGLD, Contour, iContour).
🔥 Parallel Power Tempering — 9B model ≈ GPT5/ Opus 4.5, no post-train, free on local desktop [X].
Contact me at: firstnamelastname056@gmail.com. Also looking for tennis enthusiast in NJ.
La pensée n’est qu’un écliar au milieu d’une longue nuit. Mais c’est cet éclair qui est tout. - Poincaré