no code implementations • 9 May 2022 • Mahsa Taheri, Fang Xie, Johannes Lederer
Since statistical guarantees for neural networks are usually restricted to global optima of intricate objective functions, it is not clear whether these theories really explain the performances of actual outputs of neural-network pipelines.
no code implementations • 30 May 2020 • Mahsa Taheri, Fang Xie, Johannes Lederer
Neural networks have become standard tools in the analysis of data, but they lack comprehensive mathematical theories.
no code implementations • 23 Sep 2016 • Mahsa Taheri, Néhémy Lim, Johannes Lederer
Modern technologies are generating ever-increasing amounts of data.