Muthian Sivathanu

Publication Activity (10 Years)

Years Active: 2001-2024
Publications (10 Years): 17

Top Topics

Unsupervised Clustering

Top Venues

Publications

Tanmaey Gupta, Sanjeev Krishnan, Rituraj Kumar, Abhishek Vijeev, Bhargav S. Gulavani, Nipun Kwatra, Ramachandran Ramjee, Muthian Sivathanu
Just-In-Time Checkpointing: Low Cost Error Recovery from Deep Learning Training Failures. EuroSys (2024)
Rohit Dwivedula, Sriram Sridhar, Sambhav Satija, Muthian Sivathanu, Nishanth Chandran, Divya Gupta, Satya Lokam
TrustRate: A Decentralized Platform for Hijack-Resistant Anonymous Reviews. CoRR (2024)
Nikhil Iyer, V. Thejas, Nipun Kwatra, Ramachandran Ramjee, Muthian Sivathanu
Wide-minima Density Hypothesis and the Explore-Exploit Learning Rate Schedule. J. Mach. Learn. Res. 24 (2023)
Sanjith Athlur, Nitika Saran, Muthian Sivathanu, Ramachandran Ramjee, Nipun Kwatra
Varuna: scalable, low-cost training of massive deep learning models. EuroSys (2022)
Dharma Shukla, Muthian Sivathanu, Srinidhi Viswanatha, Bhargav S. 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 Rahman, Zhou Lin, Rahul Seetharaman, Cheng Xu, Eddie Ailijiang, Suresh Krishnappa, Mark Russinovich
Singularity: Planet-Scale, Preemptive and Elastic Scheduling of AI Workloads. CoRR (2022)
Sanjith Athlur, Nitika Saran, Muthian Sivathanu, Ramachandran Ramjee, Nipun Kwatra
Varuna: Scalable, Low-cost Training of Massive Deep Learning Models. CoRR (2021)
Nikhil Iyer, V. Thejas, Nipun Kwatra, Ramachandran Ramjee, Muthian Sivathanu
LRTuner: A Learning Rate Tuner for Deep Neural Networks. CoRR (2021)
Shubham Chaudhary, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Srinidhi Viswanatha
Balancing efficiency and fairness in heterogeneous GPU clusters for deep learning. EuroSys (2020)
Muthian Sivathanu, Midhul Vuppalapati, Bhargav S. Gulavani, Kaushik Rajan, Jyoti Leeka, Jayashree Mohan, Piyus Kedia
INSTalytics: Cluster Filesystem Co-design for Big-data Analytics. ACM Trans. Storage 15 (4) (2020)
Sambhav Satija, Apurv Mehra, Sudheesh Singanamalla, Karan Grover, Muthian Sivathanu, Nishanth Chandran, Divya Gupta, Satya Lokam
Blockene: A High-throughput Blockchain Over Mobile Devices. CoRR (2020)
Nikhil Iyer, V. Thejas, Nipun Kwatra, Ramachandran Ramjee, Muthian Sivathanu
Wide-minima Density Hypothesis and the Explore-Exploit Learning Rate Schedule. CoRR (2020)
Abhishek Vijaya Kumar, Muthian Sivathanu
Quiver: An Informed Storage Cache for Deep Learning. FAST (2020)
Divam Gupta, Ramachandran Ramjee, Nipun Kwatra, Muthian Sivathanu
Unsupervised Clustering using Pseudo-semi-supervised Learning. ICLR (2020)
Sambhav Satija, Apurv Mehra, Sudheesh Singanamalla, Karan Grover, Muthian Sivathanu, Nishanth Chandran, Divya Gupta, Satya Lokam
Blockene: A High-throughput Blockchain Over Mobile Devices. OSDI (2020)
Muthian Sivathanu, Midhul Vuppalapati, Bhargav S. Gulavani, Kaushik Rajan, Jyoti Leeka, Jayashree Mohan, Piyus Kedia
INSTalytics: Cluster Filesystem Co-design for Big-data Analytics. FAST (2019)
Muthian Sivathanu, Tapan Chugh, Sanjay S. Singapuram, Lidong Zhou
Astra: Exploiting Predictability to Optimize Deep Learning. ASPLOS (2019)
Wencong Xiao, Romil Bhardwaj, Ramachandran Ramjee, Muthian Sivathanu, Nipun Kwatra, Zhenhua Han, Pratyush Patel, Xuan Peng, Hanyu Zhao, Quanlu Zhang, Fan Yang, Lidong Zhou
Gandiva: Introspective Cluster Scheduling for Deep Learning. OSDI (2018)
Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau, Lakshmi N. Bairavasundaram, Timothy E. Denehy, Florentina I. Popovici, Vijayan Prabhakaran, Muthian Sivathanu
Semantically-smart disk systems: past, present, and future. SIGMETRICS Perform. Evaluation Rev. 33 (4) (2006)
Muthian Sivathanu, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau, Somesh Jha
A Logic of File Systems. FAST (2005)
Muthian Sivathanu, Vijayan Prabhakaran, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
Improving storage system availability with D-GRAID. ACM Trans. Storage 1 (2) (2005)
Muthian Sivathanu, Lakshmi N. Bairavasundaram, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
Database-Aware Semantically-Smart Storage. FAST (2005)
Muthian Sivathanu, Vijayan Prabhakaran, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
Improving Storage System Availability with D-GRAID (Awarded Best Student Paper!). FAST (2004)
Lakshmi N. Bairavasundaram, Muthian Sivathanu, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
X-RAY: A Non-Invasive Exclusive Caching Mechanism for RAIDs. ISCA (2004)
Muthian Sivathanu, Lakshmi N. Bairavasundaram, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
Life or Death at Block-Level. OSDI (2004)
Muthian Sivathanu, Vijayan Prabhakaran, Florentina I. Popovici, Timothy E. Denehy, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
Semantically-Smart Disk Systems. FAST (2003)
Muthian Sivathanu, Andrea C. Arpaci-Dusseau, Remzi H. Arpaci-Dusseau
Evolving RPC for active storage. ASPLOS (2002)
Muthian Sivathanu, Venkateshwaran Venkataramani, Remzi H. Arpaci-Dusseau
Block Asynchronous I/O: A Flexible Infrastructure for User-Level Filesystems. HiPC (2001)