Swapnil Gandhi

According to our database, Swapnil Gandhi authored at least 13 papers between 2020 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Sieve: Dynamic Expert-Aware PIM Acceleration for Evolving Mixture-of-Experts Models.

Jungwoo Kim, Rubens Lacouture, Genghan Zhang, Gina Sohn, Qizheng Zhang, Swapnil Gandhi, Christos Kozyrakis, Kunle Olukotun

CoRR, May, 2026

Regulating Branch Parallelism in LLM Serving.

Swapnil Gandhi, Siva Hari, William J. Dally, Christos Kozyrakis

CoRR, May, 2026

SYMI: Efficient Mixture-of-Experts Training via Model and Optimizer State Decoupling.

Athinagoras Skiadopoulos, Mark Zhao, Swapnil Gandhi, Thomas Norrie, Shrijeet Mukherjee, Christos Kozyrakis

Proceedings of the 23rd USENIX Symposium on Networked Systems Design and Implementation, 2026

Sparse Checkpointing for Fast and Reliable MoE Training.

Swapnil Gandhi, Christos Kozyrakis

Proceedings of the 23rd USENIX Symposium on Networked Systems Design and Implementation, 2026

2025

FailSafe: High-performance Resilient Serving.

Ziyi Xu, Zhiqiang Xie, Swapnil Gandhi, Christos Kozyrakis

CoRR, November, 2025

Accelerating Mixture-of-Experts Training with Adaptive Expert Replication.

Athinagoras Skiadopoulos, Mark Zhao, Swapnil Gandhi, Thomas Norrie, Shrijeet Mukherjee, Christos Kozyrakis

CoRR, April, 2025

2024

MoEtion: Efficient and Reliable Checkpointing for Mixture-of-Experts Models at Scale.

Swapnil Gandhi, Christos Kozyrakis

CoRR, 2024

SlipStream: Adapting Pipelines for Distributed Training of Large DNNs Amid Failures.

Swapnil Gandhi, Mark Zhao, Athinagoras Skiadopoulos, Christos Kozyrakis

CoRR, 2024

Improving DNN Inference Throughput Using Practical, Per-Input Compute Adaptation.

Anand Padmanabha Iyer, Mingyu Guan, Yinwei Dai, Rui Pan, Swapnil Gandhi, Ravi Netravali

Proceedings of the ACM SIGOPS 30th Symposium on Operating Systems Principles, 2024

ReCycle: Resilient Training of Large DNNs using Pipeline Adaptation.

Swapnil Gandhi, Mark Zhao, Athinagoras Skiadopoulos, Christos Kozyrakis

Proceedings of the ACM SIGOPS 30th Symposium on Operating Systems Principles, 2024

2022

Maintaining Social Distancing in Pandemic Using Smartphones With Acoustic Waves.

Vaibhav Rupapara, Manideep Narra, Naresh Kumar Gunda, Swapnil Gandhi, Kaushika Reddy Thipparthy

IEEE Trans. Comput. Soc. Syst., 2022

2021

P3: Distributed Deep Graph Learning at Scale.

Swapnil Gandhi, Anand Padmanabha Iyer

Proceedings of the 15th USENIX Symposium on Operating Systems Design and Implementation, 2021

2020

An Interval-centric Model for Distributed Computing over Temporal Graphs.

Swapnil Gandhi, Yogesh Simmhan

Proceedings of the 36th IEEE International Conference on Data Engineering, 2020