• Heterogeneity for the Win: One Shot Federated
Clustering Don Dennis, Tian Li, Virginia Smith ArXiv preprint
[PDF]
• Shallow RNN: Accurate Time-series Classification on Resource
Constrained Devices Don Dennis, Durmus Alp Emre Acar, Vikram Mandikal,
Vinu Sankar Sadasivan, Harsha Vardhan Simhadri, Venkatesh Saligrama, Prateek Jain Neural Information Processing Systems (NeurIPS), 2019
[PDF]
[BibTeX]
[Code]
[Slides]
[Demo Video]
• Multiple Instance Learning for Sequential Data Classification on
Resource Constrained Devices Don Dennis, Chirag Pabbaraju, Harsha Vardhan Simhadri, Prateek Jain Neural Information Processing Systems (NeurIPS), 2018
[PDF]
[BibTeX]
[Code]
[Slides]
[Poster]
[Video]
• EdgeML: Edge of Machine Learning --- Demonstration of Low Resource Keyword Spotting Don Dennis, Harsha Simhadri, Prateek Jain Workshop on Machine Learning on the Phone and other Consumer Devices (MLPCD 2), NeurIPS 2018
• Single Cycle RISC-V Micro Architecture Processor and its FPGA Prototype Don Dennis, Ayushi Priyam, Sukhpreet Singh Virk,
Sajal Agrawal, Tanuj Sharma, Arijit Mondal, Kailash Chandra Ray International Symposium on Embedded Computing and System Design (ISED), 2017
[PDF]
[Code]
Software
• EdgeML: Machine Learning for resource-constrained edge devices Don Dennis, Sridhar Gopinath, Chirag Gupta, Ashish Kumar, Aditya Kusupati,
Shishir Patil and Harsha Vardhan Simhadri (α-β ordering) Microsoft Research India, 2017 [Github]