Cognitive Science
I consider it a great privilege to be able to contribute to advancing basic scientific knowledge about the function of the mind. I have broadly contributed, and continue to remain interested in contributing to the following themes in basic cognitive research
- Preference formation. This was the theme of my dissertation research, which was a synoptic exploration of the fundamental characteristics of human decision-making. In the course of this work, I zoomed in on two observations that seemed to impose important limitations on the sort of computational models that can be tenable. The first was that humans store a very coarse representation of what-to-do instead of granular representations of value, of the form common in AI models. I've published a number of papers arguing for the existence of this limitation and its consequences. It continues to remain a focus of active research in my lab. The other limitation I argue for is that people make decisions using a very small subset of the total amount of information available to them, they are frugal in their information use. I have published some work mapping out some predictions that such frugal preference formation would entail in typical experimental settings, but have yet to find a solid experimental design to characterize this frugality empirically.
- Memory. My interest in memory derives, both chronologically and logically, from my interest in peoples' meta-decisions to be frugal in their information use. Clearly, this frugality of information processing has to be embedded in the function of retrieval from long-term memory. I have published computational and empirical research exploring this interaction between memory and judgments, and remain interested in working in this space.
- Perception. While my core research lives in investigating the memory-action-preference-memory loop, the loop is incomplete without taking into account embodied biases in information representations introduced by perceptual processes. I have published some computational and empirical work documenting top-down control of perceptual precision in human vision, but am still at the beginning stages of fleshing out a research agenda in perception.