ACMI Lab (CMU)
186 posts
@acmi_lab
The Approximately Correct Machine Intelligence (ACMI) Lab at @mldcmu at @SCSatCMU. Growing the ML sandbox to address more of the real world. PI @zacharylipton
Excited to share new @acmi_lab paper introducing the first(?) theoretically coherent setting for open set classification. Under the label shift assumption, we can now handle both label shift (among prev seen classes) & arrival of a never-before-seen class arxiv.org/abs/2207.13048
Preprint alert 🚨 With ML’s growing reliance on crowdsourcing, in this paper, @zacharylipton, @AlexJohnLondon, and I seek to resolve the human subject status of ML’s crowdworkers. More in the thread🧵 1/15 arxiv.org/abs/2206.04039
Congratulations to @CMU_Stats Riccardo Fogliato on his successful PhD thesis proposal on “Data and Humans in Algorithmic Risk Assessment”!! Co-advised by Alexandra Chouldechova @HeinzCollege and Zachary Lipton @zacharylipton @mldcmu @teppercmu
"Can we predict OOD performance given access to unlabeled target data?" We investigate methods to predict target domain performance and find a simple method that does surprisingly well. Paper: arxiv.org/abs/2201.04234 with Siva B, @zacharylipton, @bneyshabur, @HanieSedghi 1/
Excited to end the year on a high: I passed my PhD defense today! *Absolutely* loved my PhD years @LTIatCMU—I could have spent another 3 years! Major thanks to @zacharylipton, @gneubig, @professorwcohen for being wonderful advisors. [1/n]
