Nipun Kwatra

Principal Researcher

Publications

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- DEDector: Smartphone-Based Noninvasive Screening of Dry Eye Disease
  
  Vaibhav Ganatra, Soumyasis Gun, Dr. Pallavi Joshi, Anand Balasubramaniam, Dr. Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies | November 2024, Vol 8(4): pp. 1-26
  
  DOI Publication Publication Github
- Accuracy is Not All You Need
  
  Abhinav Dutta, Sanjeev Krishnan, Nipun Kwatra, Ramachandran Ramjee
  
  NeurIPS 2024 | July 2024
  
  DOI Publication Publication
- Etalon: Holistic Performance Evaluation Framework for LLM Inference Systems
  
  Amey Agrawal, Anmol Agarwal, Nitin Kedia, Jayashree Mohan, Souvik Kundu, Nipun Kwatra, Ramachandran Ramjee, Alexey Tumanov
  
  July 2024
  
  Preprint Project
- VIDUR: A Large-Scale Simulation Framework for LLM Inference
  
  Amey Agrawal, Nitin Kedia, Jayashree Mohan, Ashish Panwar, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee, Alexey Tumanov
  
  MLSys | May 2024
  
  PDF Github Project
- Just-In-Time Checkpointing: Low Cost Error Recovery from Deep Learning Training Failures
  
  Tanmaey Gupta, Sanjeev Krishnan, Rituraj Kumar, Abhishek Vijeev, Bhargav Gulavani, Nipun Kwatra, Ramachandran Ramjee, Muthian Sivathanu
  
  2024 European Conference on Computer Systems | April 2024
  
  DOI Publication Project
- Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve
  
  Amey Agrawal, Nitin Kedia, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav Gulavani, Alexey Tumanov, Ramachandran Ramjee
  
  OSDI '24 | March 2024
  
  DOI Publication Publication Github Project
- SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills
  
  Amey Agrawal, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee
  
  September 2023
  
  Preprint Project
- Towards Automating Retinoscopy for Refractive Error Diagnosis
  
  Aditya Aggarwal, Siddhartha Gairola, Uddeshya Upadhyay, Akshay P Vasishta, Diwakar Rao, Aditya Goyal, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  August 2022
  
  Publication Github Project
- Keratoconus Classifier for Smartphone-based Corneal Topographer
  
  Siddhartha Gairola, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | July 2022
  
  Publication Publication Project Project
- Varuna: Scalable, Low-cost Training of Massive Deep Learning Models
  
  Sanjith Athlur, Nitika Saran, Muthian Sivathanu, Ramachandran Ramjee, Nipun Kwatra
  
  EuroSys 2022 | April 2022
  
  Best Paper Award
  
  Publication PDF Project
- Singularity: Planet-Scale, Preemptive and Elastic Scheduling of AI Workloads
  
  Dharma Shukla, Muthian Sivathanu, Srinidhi Viswanatha, Bhargav Gulavani, Rimma Nehme, Amey Agrawal, Chen Chen, Nipun Kwatra, Ramachandran Ramjee, Pankaj Sharma, Atul Katiyar, Vipul Modi, Vaibhav Sharma, Abhishek Singh, Shreshth Singhal, Kaustubh Welankar, Lu Xun, Ravi Anupindi, Karthik Elangovan, Hasibur Rehman, Zhou Lin, Rahul Seetharaman, Cheng Xu, Eddie Ailijiang, Suresh Krishnappa, Mark Russinovich
  
  February 2022
  
  Publication Project
- RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting
  
  Siddhartha Gairola, Francis Tom, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | October 2021
  
  Publication PDF Project
- SmartKC: Smartphone-based Corneal Topographer for Keratoconus Detection
  
  Siddhartha Gairola, Murtuza Bohra, Nadeem Shaheer, Navya Jayaprakash, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IMWUT | October 2021, Vol 5(4)
  
  Publication Video Project Project
- Unsupervised Clustering using Pseudo-semi-supervised Learning
  
  Divam Gupta, Ramachandran Ramjee, Nipun Kwatra, Muthian Sivathanu
  
  Eighth International Conference on Learning Representations (ICLR) | April 2020
  
  Publication PDF
- Balancing efficiency and fairness in heterogeneous GPU clusters for deep learning
  
  Shubham Chaudhary, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Srinidhi Viswanatha
  
  Fifteenth European Conference on Computer Systems (EuroSys'20) | April 2020
  
  Publication Project
- Gandiva: Introspective Cluster Scheduling for Deep Learning
  
  Wencong Xiao, Romil Bhardwaj, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Zhenhua Han, Pratyush Patel, Xuan Peng, Hanyu Zhao, Quanlu Zhang, Fan Yang, Lidong Zhou
  
  13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 2018) | October 2018
  
  Publication Project Project Project

- DEDector: Smartphone-Based Noninvasive Screening of Dry Eye Disease
  
  Vaibhav Ganatra, Soumyasis Gun, Dr. Pallavi Joshi, Anand Balasubramaniam, Dr. Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies | November 2024, Vol 8(4): pp. 1-26
  
  DOI Publication Publication Github
- Towards Automating Retinoscopy for Refractive Error Diagnosis
  
  Aditya Aggarwal, Siddhartha Gairola, Uddeshya Upadhyay, Akshay P Vasishta, Diwakar Rao, Aditya Goyal, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  August 2022
  
  Publication Github Project
- Keratoconus Classifier for Smartphone-based Corneal Topographer
  
  Siddhartha Gairola, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | July 2022
  
  Publication Publication Project Project
- RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting
  
  Siddhartha Gairola, Francis Tom, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | October 2021
  
  Publication PDF Project
- SmartKC: Smartphone-based Corneal Topographer for Keratoconus Detection
  
  Siddhartha Gairola, Murtuza Bohra, Nadeem Shaheer, Navya Jayaprakash, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IMWUT | October 2021, Vol 5(4)
  
  Publication Video Project Project
- DEDector: Smartphone-Based Noninvasive Screening of Dry Eye Disease
  
  Vaibhav Ganatra, Soumyasis Gun, Dr. Pallavi Joshi, Anand Balasubramaniam, Dr. Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies | November 2024, Vol 8(4): pp. 1-26
  
  DOI Publication Publication Github
- Accuracy is Not All You Need
  
  Abhinav Dutta, Sanjeev Krishnan, Nipun Kwatra, Ramachandran Ramjee
  
  NeurIPS 2024 | July 2024
  
  DOI Publication Publication
- Keratoconus Classifier for Smartphone-based Corneal Topographer
  
  Siddhartha Gairola, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | July 2022
  
  Publication Publication Project Project
- RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting
  
  Siddhartha Gairola, Francis Tom, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | October 2021
  
  Publication PDF Project
- Unsupervised Clustering using Pseudo-semi-supervised Learning
  
  Divam Gupta, Ramachandran Ramjee, Nipun Kwatra, Muthian Sivathanu
  
  Eighth International Conference on Learning Representations (ICLR) | April 2020
  
  Publication PDF
- Etalon: Holistic Performance Evaluation Framework for LLM Inference Systems
  
  Amey Agrawal, Anmol Agarwal, Nitin Kedia, Jayashree Mohan, Souvik Kundu, Nipun Kwatra, Ramachandran Ramjee, Alexey Tumanov
  
  July 2024
  
  Preprint Project
- VIDUR: A Large-Scale Simulation Framework for LLM Inference
  
  Amey Agrawal, Nitin Kedia, Jayashree Mohan, Ashish Panwar, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee, Alexey Tumanov
  
  MLSys | May 2024
  
  PDF Github Project
- Just-In-Time Checkpointing: Low Cost Error Recovery from Deep Learning Training Failures
  
  Tanmaey Gupta, Sanjeev Krishnan, Rituraj Kumar, Abhishek Vijeev, Bhargav Gulavani, Nipun Kwatra, Ramachandran Ramjee, Muthian Sivathanu
  
  2024 European Conference on Computer Systems | April 2024
  
  DOI Publication Project
- Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve
  
  Amey Agrawal, Nitin Kedia, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav Gulavani, Alexey Tumanov, Ramachandran Ramjee
  
  OSDI '24 | March 2024
  
  DOI Publication Publication Github Project
- SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills
  
  Amey Agrawal, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee
  
  September 2023
  
  Preprint Project
- Varuna: Scalable, Low-cost Training of Massive Deep Learning Models
  
  Sanjith Athlur, Nitika Saran, Muthian Sivathanu, Ramachandran Ramjee, Nipun Kwatra
  
  EuroSys 2022 | April 2022
  
  Best Paper Award
  
  Publication PDF Project
- Singularity: Planet-Scale, Preemptive and Elastic Scheduling of AI Workloads
  
  Dharma Shukla, Muthian Sivathanu, Srinidhi Viswanatha, Bhargav Gulavani, Rimma Nehme, Amey Agrawal, Chen Chen, Nipun Kwatra, Ramachandran Ramjee, Pankaj Sharma, Atul Katiyar, Vipul Modi, Vaibhav Sharma, Abhishek Singh, Shreshth Singhal, Kaustubh Welankar, Lu Xun, Ravi Anupindi, Karthik Elangovan, Hasibur Rehman, Zhou Lin, Rahul Seetharaman, Cheng Xu, Eddie Ailijiang, Suresh Krishnappa, Mark Russinovich
  
  February 2022
  
  Publication Project
- Balancing efficiency and fairness in heterogeneous GPU clusters for deep learning
  
  Shubham Chaudhary, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Srinidhi Viswanatha
  
  Fifteenth European Conference on Computer Systems (EuroSys'20) | April 2020
  
  Publication Project
- Gandiva: Introspective Cluster Scheduling for Deep Learning
  
  Wencong Xiao, Romil Bhardwaj, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Zhenhua Han, Pratyush Patel, Xuan Peng, Hanyu Zhao, Quanlu Zhang, Fan Yang, Lidong Zhou
  
  13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 2018) | October 2018
  
  Publication Project Project Project
- Keratoconus Classifier for Smartphone-based Corneal Topographer
  
  Siddhartha Gairola, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | July 2022
  
  Publication Publication Project Project
- RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting
  
  Siddhartha Gairola, Francis Tom, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | October 2021
  
  Publication PDF Project
- SmartKC: Smartphone-based Corneal Topographer for Keratoconus Detection
  
  Siddhartha Gairola, Murtuza Bohra, Nadeem Shaheer, Navya Jayaprakash, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IMWUT | October 2021, Vol 5(4)
  
  Publication Video Project Project
- SmartKC: Smartphone-based Corneal Topographer for Keratoconus Detection
  
  Siddhartha Gairola, Murtuza Bohra, Nadeem Shaheer, Navya Jayaprakash, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IMWUT | October 2021, Vol 5(4)
  
  Publication Video Project Project
- RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting
  
  Siddhartha Gairola, Francis Tom, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | October 2021
  
  Publication PDF Project

- DEDector: Smartphone-Based Noninvasive Screening of Dry Eye Disease
  
  Vaibhav Ganatra, Soumyasis Gun, Dr. Pallavi Joshi, Anand Balasubramaniam, Dr. Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies | November 2024, Vol 8(4): pp. 1-26
  
  DOI Publication Publication Github
- SmartKC: Smartphone-based Corneal Topographer for Keratoconus Detection
  
  Siddhartha Gairola, Murtuza Bohra, Nadeem Shaheer, Navya Jayaprakash, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IMWUT | October 2021, Vol 5(4)
  
  Publication Video Project Project
- Accuracy is Not All You Need
  
  Abhinav Dutta, Sanjeev Krishnan, Nipun Kwatra, Ramachandran Ramjee
  
  NeurIPS 2024 | July 2024
  
  DOI Publication Publication
- Etalon: Holistic Performance Evaluation Framework for LLM Inference Systems
  
  Amey Agrawal, Anmol Agarwal, Nitin Kedia, Jayashree Mohan, Souvik Kundu, Nipun Kwatra, Ramachandran Ramjee, Alexey Tumanov
  
  July 2024
  
  Preprint Project
- VIDUR: A Large-Scale Simulation Framework for LLM Inference
  
  Amey Agrawal, Nitin Kedia, Jayashree Mohan, Ashish Panwar, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee, Alexey Tumanov
  
  MLSys | May 2024
  
  PDF Github Project
- Just-In-Time Checkpointing: Low Cost Error Recovery from Deep Learning Training Failures
  
  Tanmaey Gupta, Sanjeev Krishnan, Rituraj Kumar, Abhishek Vijeev, Bhargav Gulavani, Nipun Kwatra, Ramachandran Ramjee, Muthian Sivathanu
  
  2024 European Conference on Computer Systems | April 2024
  
  DOI Publication Project
- Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve
  
  Amey Agrawal, Nitin Kedia, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav Gulavani, Alexey Tumanov, Ramachandran Ramjee
  
  OSDI '24 | March 2024
  
  DOI Publication Publication Github Project
- Keratoconus Classifier for Smartphone-based Corneal Topographer
  
  Siddhartha Gairola, Pallavi Joshi, Anand Balasubramaniam, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | July 2022
  
  Publication Publication Project Project
- Varuna: Scalable, Low-cost Training of Massive Deep Learning Models
  
  Sanjith Athlur, Nitika Saran, Muthian Sivathanu, Ramachandran Ramjee, Nipun Kwatra
  
  EuroSys 2022 | April 2022
  
  Best Paper Award
  
  Publication PDF Project
- RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting
  
  Siddhartha Gairola, Francis Tom, Nipun Kwatra, Mohit Jain
  
  IEEE International Engineering in Medicine and Biology Conference (EMBC) | October 2021
  
  Publication PDF Project
- Unsupervised Clustering using Pseudo-semi-supervised Learning
  
  Divam Gupta, Ramachandran Ramjee, Nipun Kwatra, Muthian Sivathanu
  
  Eighth International Conference on Learning Representations (ICLR) | April 2020
  
  Publication PDF
- Balancing efficiency and fairness in heterogeneous GPU clusters for deep learning
  
  Shubham Chaudhary, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Srinidhi Viswanatha
  
  Fifteenth European Conference on Computer Systems (EuroSys'20) | April 2020
  
  Publication Project
- Gandiva: Introspective Cluster Scheduling for Deep Learning
  
  Wencong Xiao, Romil Bhardwaj, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Zhenhua Han, Pratyush Patel, Xuan Peng, Hanyu Zhao, Quanlu Zhang, Fan Yang, Lidong Zhou
  
  13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 2018) | October 2018
  
  Publication Project Project Project
- SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills
  
  Amey Agrawal, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav S. Gulavani, Ramachandran Ramjee
  
  September 2023
  
  Preprint Project
- Towards Automating Retinoscopy for Refractive Error Diagnosis
  
  Aditya Aggarwal, Siddhartha Gairola, Uddeshya Upadhyay, Akshay P Vasishta, Diwakar Rao, Aditya Goyal, Kaushik Murali, Nipun Kwatra, Mohit Jain
  
  August 2022
  
  Publication Github Project
- Singularity: Planet-Scale, Preemptive and Elastic Scheduling of AI Workloads
  
  Dharma Shukla, Muthian Sivathanu, Srinidhi Viswanatha, Bhargav Gulavani, Rimma Nehme, Amey Agrawal, Chen Chen, Nipun Kwatra, Ramachandran Ramjee, Pankaj Sharma, Atul Katiyar, Vipul Modi, Vaibhav Sharma, Abhishek Singh, Shreshth Singhal, Kaustubh Welankar, Lu Xun, Ravi Anupindi, Karthik Elangovan, Hasibur Rehman, Zhou Lin, Rahul Seetharaman, Cheng Xu, Eddie Ailijiang, Suresh Krishnappa, Mark Russinovich
  
  February 2022
  
  Publication Project