Calc Consulting @CalcCon
Calculation Consulting is a boutique consultancy that specializes in machine learning, AI, and data science calculationconsulting.com San Francisco Joined January 2013-
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Turns out, the latest theoretical work by 𝑻𝒉𝒊𝒏𝒌𝒊𝒏𝒈 𝑴𝒂𝒄𝒉𝒊𝒏𝒆𝒔 — the new AI startup founded by Mira Murati (former CTO of 𝑶𝒑𝒆𝒏𝑨𝑰) — is very closely related to the WeightWatcher project. 🚀🔍✨ The theory behind weightwatcher, SETOL (arxiv.org/pdf/2507.17912),…
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I think this new optimizer by Thinking Machines may be a secondary solution of the SETOL condition for ideal learning... log det[X]= 1 This is satisfied by an ERG transform on X, or by constraining the weight matrices to the Stiefel manifold arxiv.org/abs/2507.17912
Calc Consulting retweeted
This Tencent paper shows a way to improve reasoning by training only on raw text using reinforcement learning. It is called Reinforcement Learning on Pre-Training data (RLPT) and it removes the need for human labels. Simple “predict the next segment” rewards are enough to…
And the reviews are out; judge for yourself openreview.net/forum?id=upyC7…
And the reviews are out; judge for yourself openreview.net/forum?id=upyC7…
Hot take...
Calc Consulting retweeted
“The right way to grade any technology is not comparing it to competitors, but comparing it to the limit of physics.” — Elon Musk
seriously. I myself haven’t gone through the data, but I understand a nonsense argument when I see it We do this all the time in clickstream analysis . You don’t need a negative control to detect trends.
seriously. I myself haven’t gone through the data, but I understand a nonsense argument when I see it We do this all the time in clickstream analysis . You don’t need a negative control to detect trends.
Our Meta-Review , and my response, to our paper Grokking and Generalization Collapse: Insights from HTSR theory for the NeurIPS Workshop on Mechanistic Interpretability. Despite these setbacks, our work on Grokking continues. We will soon have results on all the major Grokking…
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