A Sampler’s Blog

The blogger designs principled sampling algorithms that leverage sample diversity to unlock stronger reasoning and more capable agents.

His works include test-time sampling (PPT, DMS, TRI-TSMC), fundamental samplers (DeepPT I/II/III, i Contour, FA-LD/HMC, Sparse IDS), and diffusion models (GDPO, SCDD, DiDi Instruct, VSDM, SB-TS).

🔥 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.

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La pensée n’est qu’un écliar au milieu d’une longue nuit. Mais c’est cet éclair qui est tout. - Poincaré