Learning the Structure of Generative Models without Labeled Data — mentioned by polm23

Thu, 16 Jul 2020 11:43:45 GMT

The Snorkel paper doesn't cover this in depth, the math is all in this paper: https://arxiv.org/abs/1703.00854 I can't say I followed all the proofs, but it seems that under certain limited assumptions about labelling functions they prove their generative function can do well. Reading Snorkel it initially sounded like magic in the bad way, but this does make it clear that if your labelling functions are garbage or have certain kinds of problems there's nothing they can do about it. Even leaving aside the generative model I think the focus on function-based data bootstrapping is great, which…

Paper and discussion history. A mention is not an endorsement.

Learning the Structure of Generative Models without Labeled Data — HN submission

Fri, 15 Mar 2019 05:23:10 GMT

Learning the Structure of Generative Models Without Labeled Data

2 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Learning the Structure of Generative Models without Labeled Data · HackerPapers discussions

Learning the Structure of Generative Models without Labeled Data — mentioned by polm23

Learning the Structure of Generative Models without Labeled Data — HN submission