Resource-efficient ML for Edge and Endpoint IoT Devices

论文与出版物

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- RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference
  
  Oindrila Saha, Venkata Aditya Kusupati, Harsha Simhadri, Manik Varma, Prateek Jain
  
  NeurIPS 2020 | November 2020
  
  Publication 项目
- DROCC: Deep Robust One-Class Classification
  
  Sachin Goyal, Aditi Raghunathan, Moksh Jain, Harsha Vardhan Simhadri, Prateek Jain
  
  ICML 2020 | July 2020
  
  Publication
- One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification
  
  Dhrubojyoti Roy, S. Srivastava, Aditya Kusupati, Pranshu Jain, Manik Varma, A. Arora
  
  ACM Transactions on Sensor Networks | September 2019
  
  DOI Publication Publication
- Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
  
  Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
  
  PLDI | June 2019
  
  Publication Github 项目
- FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network
  
  Aditya Kusupati, Manish Singh, Kush Bhatia, Ashish Kumar, Prateek Jain, Manik Varma
  
  NIPS 2018 | December 2018
  
  Publication Github 项目
- Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices
  
  Don Kurian Dennis, Chirag Pabbaraju, Harsha Simhadri, Prateek Jain
  
  NeurIPS 2018 | October 2018
  
  Publication PDF Github 项目
- GesturePod: Gesture-based Interaction Cane for People with Visual Impairments
  
  Shishir Patil, Don Kurian Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain
  
  MSR-TR-2018-14 | May 2018
  
  作者：Microsoft
  
  Publication
- Resource-efficient Machine Learning in 2 KB RAM for the Internet of Things
  
  Ashish Kumar, Saurabh Goyal, Manik Varma
  
  ICML 2017 | May 2017
  
  PDF 项目
- Thresholding Based Efficient Outlier Robust PCA
  
  Yeshwanth Cherapanamjeri, Prateek Jain, Praneeth Netrapalli
  
  COLT-2017 | February 2017
  
  论文与出版物论文与出版物项目项目
- ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices
  
  Ankit Gupta, Chirag GuptaArun Sai Suggala, Ankit Gupta, Harsha Simhadri, Bhargavi Paranjape, Ashish Kumar, Saurabh Goyal, Raghavendra Udupa, Manik Varma, Prateek Jain
  
  International Conference on Machine Learning, Sydney | February 2017
  
  Publication 项目

- RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference
  
  Oindrila Saha, Venkata Aditya Kusupati, Harsha Simhadri, Manik Varma, Prateek Jain
  
  NeurIPS 2020 | November 2020
  
  Publication 项目
- DROCC: Deep Robust One-Class Classification
  
  Sachin Goyal, Aditi Raghunathan, Moksh Jain, Harsha Vardhan Simhadri, Prateek Jain
  
  ICML 2020 | July 2020
  
  Publication
- One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification
  
  Dhrubojyoti Roy, S. Srivastava, Aditya Kusupati, Pranshu Jain, Manik Varma, A. Arora
  
  ACM Transactions on Sensor Networks | September 2019
  
  DOI Publication Publication
- Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
  
  Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
  
  PLDI | June 2019
  
  Publication Github 项目
- FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network
  
  Aditya Kusupati, Manish Singh, Kush Bhatia, Ashish Kumar, Prateek Jain, Manik Varma
  
  NIPS 2018 | December 2018
  
  Publication Github 项目
- Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices
  
  Don Kurian Dennis, Chirag Pabbaraju, Harsha Simhadri, Prateek Jain
  
  NeurIPS 2018 | October 2018
  
  Publication PDF Github 项目
- GesturePod: Gesture-based Interaction Cane for People with Visual Impairments
  
  Shishir Patil, Don Kurian Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain
  
  MSR-TR-2018-14 | May 2018
  
  作者：Microsoft
  
  Publication
- Resource-efficient Machine Learning in 2 KB RAM for the Internet of Things
  
  Ashish Kumar, Saurabh Goyal, Manik Varma
  
  ICML 2017 | May 2017
  
  PDF 项目
- Thresholding Based Efficient Outlier Robust PCA
  
  Yeshwanth Cherapanamjeri, Prateek Jain, Praneeth Netrapalli
  
  COLT-2017 | February 2017
  
  论文与出版物论文与出版物项目项目
- ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices
  
  Ankit Gupta, Chirag GuptaArun Sai Suggala, Ankit Gupta, Harsha Simhadri, Bhargavi Paranjape, Ashish Kumar, Saurabh Goyal, Raghavendra Udupa, Manik Varma, Prateek Jain
  
  International Conference on Machine Learning, Sydney | February 2017
  
  Publication 项目
- One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification
  
  Dhrubojyoti Roy, S. Srivastava, Aditya Kusupati, Pranshu Jain, Manik Varma, A. Arora
  
  ACM Transactions on Sensor Networks | September 2019
  
  DOI Publication Publication
- RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference
  
  Oindrila Saha, Venkata Aditya Kusupati, Harsha Simhadri, Manik Varma, Prateek Jain
  
  NeurIPS 2020 | November 2020
  
  Publication 项目
- Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
  
  Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
  
  PLDI | June 2019
  
  Publication Github 项目
- Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
  
  Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
  
  PLDI | June 2019
  
  Publication Github 项目
- GesturePod: Gesture-based Interaction Cane for People with Visual Impairments
  
  Shishir Patil, Don Kurian Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain
  
  MSR-TR-2018-14 | May 2018
  
  作者：Microsoft
  
  Publication

- RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference
  
  Oindrila Saha, Venkata Aditya Kusupati, Harsha Simhadri, Manik Varma, Prateek Jain
  
  NeurIPS 2020 | November 2020
  
  Publication 项目
- DROCC: Deep Robust One-Class Classification
  
  Sachin Goyal, Aditi Raghunathan, Moksh Jain, Harsha Vardhan Simhadri, Prateek Jain
  
  ICML 2020 | July 2020
  
  Publication
- Compiling KB-Sized Machine Learning Models to Tiny IoT Devices
  
  Sridhar Gopinath, Nikhil Ghanathe, Vivek Seshadri, Rahul Sharma
  
  PLDI | June 2019
  
  Publication Github 项目
- FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network
  
  Aditya Kusupati, Manish Singh, Kush Bhatia, Ashish Kumar, Prateek Jain, Manik Varma
  
  NIPS 2018 | December 2018
  
  Publication Github 项目
- Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices
  
  Don Kurian Dennis, Chirag Pabbaraju, Harsha Simhadri, Prateek Jain
  
  NeurIPS 2018 | October 2018
  
  Publication PDF Github 项目
- Resource-efficient Machine Learning in 2 KB RAM for the Internet of Things
  
  Ashish Kumar, Saurabh Goyal, Manik Varma
  
  ICML 2017 | May 2017
  
  PDF 项目
- Thresholding Based Efficient Outlier Robust PCA
  
  Yeshwanth Cherapanamjeri, Prateek Jain, Praneeth Netrapalli
  
  COLT-2017 | February 2017
  
  论文与出版物论文与出版物项目项目
- ProtoNN: Compressed and Accurate kNN for Resource-scarce Devices
  
  Ankit Gupta, Chirag GuptaArun Sai Suggala, Ankit Gupta, Harsha Simhadri, Bhargavi Paranjape, Ashish Kumar, Saurabh Goyal, Raghavendra Udupa, Manik Varma, Prateek Jain
  
  International Conference on Machine Learning, Sydney | February 2017
  
  Publication 项目
- One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Classification
  
  Dhrubojyoti Roy, S. Srivastava, Aditya Kusupati, Pranshu Jain, Manik Varma, A. Arora
  
  ACM Transactions on Sensor Networks | September 2019
  
  DOI Publication Publication
- GesturePod: Gesture-based Interaction Cane for People with Visual Impairments
  
  Shishir Patil, Don Kurian Dennis, Chirag Pabbaraju, Nadeem Shaheer, Harsha Simhadri, Vivek Seshadri, Manik Varma, Prateek Jain
  
  MSR-TR-2018-14 | May 2018
  
  作者：Microsoft
  
  Publication