An Empirical Study of Challenges in Converting Deep Learning Models

An Empirical Study of Challenges in Converting Deep Learning Models

28 June 2022

Ahmed Haj Yahmed

Zhengyong Jiang

Papers citing "An Empirical Study of Challenges in Converting Deep Learning Models"

10 / 10 papers shown

Title
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Bram Adams Ahmed E. Hassan VLM 45 0 0 01 Nov 2024
A Partial Replication of MaskFormer in TensorFlow on TPUs for the TensorFlow Model Garden Vishal Purohit Wenxin Jiang Akshath R. Ravikiran James C. Davis 40 1 0 29 Apr 2024
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance Jaskirat Singh Emad Fallahzadeh Bram Adams Ahmed E. Hassan MQ 40 3 0 25 Mar 2024
FetaFix: Automatic Fault Localization and Repair of Deep Learning Model Conversions Nikolaos Louloudakis Perry Gibson José Cano Ajitha Rajan 19 0 0 22 Dec 2023
Test & Evaluation Best Practices for Machine Learning-Enabled Systems Jaganmohan Chandrasekaran Tyler Cody Nicola McCarthy Erin Lanus Laura J. Freeman 32 5 0 10 Oct 2023
Deploying Deep Reinforcement Learning Systems: A Taxonomy of Challenges Ahmed Haj Yahmed Altaf Allah Abbassi Amin Nikanjam Heng Li Foutse Khomh OffRL 34 5 0 23 Aug 2023
Fault Localization for Buggy Deep Learning Framework Conversions in Image Recognition Nikolaos Louloudakis Perry Gibson José Cano A. Rajan 22 6 0 10 Jun 2023
DeltaNN: Assessing the Impact of Computational Environment Parameters on the Performance of Image Recognition Models Nikolaos Louloudakis Perry Gibson José Cano A. Rajan 17 8 0 05 Jun 2023
Analysis of Failures and Risks in Deep Learning Model Converters: A Case Study in the ONNX Ecosystem Purvish Jajal Wenxin Jiang Arav Tewari Erik Kocinare Joseph Woo Anusha Sarraf Yung-Hsiang Lu George K. Thiruvathukal James C. Davis 35 0 0 30 Mar 2023
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 256 915 0 21 Apr 2018