no code implementations • 16 Mar 2024 • Tian Zhao, Timothy L. Molloy
We formulate the discrete-time inverse optimal control problem of inferring unknown parameters in the objective function of an optimal control problem from measurements of optimal states and controls as a nonlinear filtering problem.
1 code implementation • 26 Aug 2023 • Khaled Alrfou, Tian Zhao, Amir Kordijazi
Our result partially confirms the NASA study that the segmentation performance of out-of-distribution images (taken under different imaging and sample conditions) is significantly improved when pre-training on microscopy images.
no code implementations • 29 Jul 2022 • Khaled Alrfou, Amir Kordijazi, Tian Zhao
Finding quantitative descriptors representing the microstructural features of a given material is an ongoing research area in the paradigm of Materials-by-Design.
no code implementations • 2 Feb 2022 • Matthew Feldman, Tian Zhao, Kunle Olukotun
As programmers turn to software-defined hardware (SDH) to maintain a high level of productivity while programming hardware to run complex algorithms, heavy-lifting must be done by the compiler to automatically partition on-chip arrays.
no code implementations • 26 Sep 2019 • Tian Zhao, Yaqi Zhang, Kunle Olukotun
Recurrent Neural Network (RNN) applications form a major class of AI-powered, low-latency data center workloads.
no code implementations • 4 Jun 2018 • Cody Coleman, Daniel Kang, Deepak Narayanan, Luigi Nardi, Tian Zhao, Jian Zhang, Peter Bailis, Kunle Olukotun, Chris Re, Matei Zaharia
In this work, we analyze the entries from DAWNBench, which received optimized submissions from multiple industrial groups, to investigate the behavior of TTA as a metric as well as trends in the best-performing entries.
1 code implementation • 9 Jan 2017 • Tian Zhao, Xiaobing Huang, Yu Cao
In this paper, we present DeepDSL, a domain specific language (DSL) embedded in Scala, that compiles deep networks written in DeepDSL to Java source code.