Search Results for author: Aurojit Panda

Found 4 papers, 2 papers with code

NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers

1 code implementation26 Jul 2022 Jiawei Liu, JinKun Lin, Fabian Ruffy, Cheng Tan, Jinyang Li, Aurojit Panda, Lingming Zhang

In this work, we propose a new fuzz testing approach for finding bugs in deep-learning compilers.

valid

Measuring the Effect of Training Data on Deep Learning Predictions via Randomized Experiments

1 code implementation20 Jun 2022 JinKun Lin, Anqi Zhang, Mathias Lecuyer, Jinyang Li, Aurojit Panda, Siddhartha Sen

Our algorithm estimates the AME, a quantity that measures the expected (average) marginal effect of adding a data point to a subset of the training data, sampled from a given distribution.

Causal Inference

Isolation mechanisms for high-speed packet-processing pipelines

no code implementations29 Jan 2021 Tao Wang, Xiangrui Yang, Gianni Antichi, Anirudh Sivaraman, Aurojit Panda

We have open sourced the code for Menshen's hardware and software at https://isolation. quest/.

Networking and Internet Architecture Hardware Architecture

How to Train your DNN: The Network Operator Edition

no code implementations21 Apr 2020 Michael Alan Chang, Domenic Bottini, Lisa Jian, Pranay Kumar, Aurojit Panda, Scott Shenker

Deep Neural Nets have hit quite a crest, But physical networks are where they must rest, And here we put them all to the test, To see which network optimization is best.

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