▲ | KumoRFM: A Foundation Model for In-Context Learning on Relational Data(kumo.ai) | ||||||||||||||||||||||||||||
92 points by cliffly 11 hours ago | 14 comments | |||||||||||||||||||||||||||||
▲ | nsbk 2 hours ago | parent | next [-] | ||||||||||||||||||||||||||||
Interesting timing, they have recently reached out to my $dayjob. We will be probably be running a workshop on our (massive) dataset with them. I'd like to evaluate the performance of a couple of analytical models we've manually built against whatever this model can do based on some prompts. Exciting times! | |||||||||||||||||||||||||||||
▲ | tinyoli 8 hours ago | parent | prev | next [-] | ||||||||||||||||||||||||||||
Strange that they do not compare it against TabFN, which is another foundation model for tabular data. (https://github.com/PriorLabs/TabPFN) | |||||||||||||||||||||||||||||
▲ | dcrimp an hour ago | parent | prev | next [-] | ||||||||||||||||||||||||||||
interesting! Super cool idea to augment software built with traditional DBs I had some thoughts [1] around a concept similar to this a while ago, although it was much less refined. My thinking was around whether or not we could have a neural net remember a relational database schema, and be able to be queried for facts it knows, and facts it might predict. This seems like a much more sensical (and actualised) stab at this kinda concept. [1]: dancrimp.nz/2024/11/01/semantic-db/ | |||||||||||||||||||||||||||||
▲ | simplesort 9 hours ago | parent | prev | next [-] | ||||||||||||||||||||||||||||
Jure Leskovec was my Professor at Stanford a few years back, cool to see he's behind this. He seemed like a good guy and got the sense that he was destined to do something big | |||||||||||||||||||||||||||||
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▲ | SubiculumCode 2 hours ago | parent | prev | next [-] | ||||||||||||||||||||||||||||
So suppose I've got a database of behavioral and neuroimaging data from a research study on autism. Is this something that can be used to predict diagnosis from the other data fields? | |||||||||||||||||||||||||||||
▲ | bookworm123 8 hours ago | parent | prev | next [-] | ||||||||||||||||||||||||||||
I feel like this is the next big thing for AI, having the ability to interact with any sort of structured dataset out of the box. Very cool project! | |||||||||||||||||||||||||||||
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▲ | EGreg 2 hours ago | parent | prev | next [-] | ||||||||||||||||||||||||||||
So can this be used to predict patterns for traffic, restaurant table availability, and your customers’ demand for things based on other customers? | |||||||||||||||||||||||||||||
▲ | Rohitcss 9 hours ago | parent | prev [-] | ||||||||||||||||||||||||||||
A real-time in-context label generator. Nice... |