1 citations · 1 across the 7 of their papers we have counts for
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How Do Language Models Choose Between Context and Memory?
Benjamin Shih, John Winnicki, Arianna Cao
When contextual information conflicts with knowledge stored in model parameters, activation directions can be used to decode and steer which source the model follows. However, succ…
When Does Activation Steering Change What a Model Computes From?
Benjamin Shih, John Winnicki, Eric Darve
Activation steering can reliably change an agent's output by modifying its internal activations. Yet arriving at the same answer need not involve the same computation: behavioral e…
SD-KDE: Score-Debiased Kernel Density Estimation
Elliot L. Epstein, Rajat Dwaraknath, Thanawat Sornwanee +2
We propose a novel method for density estimation that leverages an estimated score function to debias kernel density estimation (SD-KDE). In our approach, each data point is adjust…