37 citations · 169 across the 28 of their papers we have counts for
3 papers · 1 filter
ThinkSum: Probabilistic reasoning over sets using large language models
Batu Ozturkler, Nikolay Malkin, Zhen Wang +1
Large language models (LLMs) have a substantial capacity for high-level analogical reasoning: reproducing patterns in linear text that occur in their training data (zero-shot evalu…
Diffusion models as plug-and-play priors
Alexandros Graikos, Esmeralda S. Whitammer, Nebojsa Jojic +1
We consider the problem of inferring high-dimensional data in a model that consists of a prior and an auxiliary differentiable constraint $c(\mathbf{x}…
Resolving label uncertainty with implicit posterior models
Esther Rolf, Nikolay Malkin, Alexandros Graikos +3
We propose a method for jointly inferring labels across a collection of data samples, where each sample consists of an observation and a prior belief about the label. By implicitly…