Virtually everyone today is aware of the mRNA vaccine for COVID, which saved many lives and earned the Nobel Prize for Drs. Drew Weissman and Katalin Kariko. The vaccine consisted not only of mRNA that coded for the COVID spike protein, but a protective lipid nanoparticle envelope that carried the RNA to cells in the […]
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Abstract: In this talk, I will discuss a collection of highlights from our recent work in trustworthy AI. (1) Certifying reasoning explanations with reliability guarantees and aligning with expert knowledge, (2) Simple yet effective steering inspired from theoretical rule-following mechanisms for transformers, and (3) The impossibility of monitoring stateless attackers and what safety defenses should […] |
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On the real line, a random walk that can only move in the positive direction is very unlikely to remain close to its starting point. After a fixed number of steps, the left tail has a Gaussian profile, under minimal assumptions. Remarkably, the same phenomenon occurs when we consider a positive random walk on the […] |
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