Sotabase

Career

· Founder, Systalyze2025–
· Associate Professor, Massachusetts Institute of Technology2024–
· Researcher / Academic, MIT EECS2024–
· Researcher, Google2018–
· Researcher in Mobility and Networking, Microsoft Research2018–
· Associate Professor in EECS Department, MIT2018–
· Associate Professor, MIT CSAIL2018–
· Researcher in Distributed Systems, MIT CSAIL2018–
· Researcher/Researcher in Systems for ML, Cloud infrastructure, data center networks, optical networks, hardware-software co-design, MIT Massachusetts Institute of Technology, Learning and Intelligent Systems Group2018–
· Associate Professor, MIT CSAIL / MIT EECS2016–
· Member, Model-Based Embedded and Robotics Systems Group (MERS)2011–
· Associate Professor, Massachusetts Institute of Technology (MIT)

Publications (74)

Delocalized photonic deep learning on the internet’s edge
Science · 2022
157
cited
TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs
Symposium on Networked Systems Design and Implementation · 2022
147
cited
SiP-ML: high-bandwidth optical network interconnects for machine learning training
Conference on Applications, Technologies, Architectures, and Protocols for Computer Communication · 2021
123
cited
TEAVAR: striking the right utilization-availability balance in WAN traffic engineering
Conference on Applications, Technologies, Architectures, and Protocols for Computer Communication · 2019
111
cited
In-network Aggregation for Shared Machine Learning Clusters
Conference on Machine Learning and Systems · 2021
104
cited
On the Complexity of Traffic Traces and Implications
Proceedings of the ACM on Measurement and Analysis of Computing Systems · 2020
94
cited
CASSINI: Network-Aware Job Scheduling in Machine Learning Clusters
Symposium on Networked Systems Design and Implementation · 2023
90
cited
RADWAN: rate adaptive wide area network
Conference on Applications, Technologies, Architectures, and Protocols for Computer Communication · 2018
84
cited
Using trio: juniper networks' programmable chipset - for emerging in-network applications
Conference on Applications, Technologies, Architectures, and Protocols for Computer Communication · 2022
73
cited
Characterizing the algorithmic complexity of reconfigurable data center architectures
Symposium on Architectures for Networking and Communications Systems · 2018
62
cited
Elastic Optical Networking in the Microsoft Cloud
2016
55
cited
ARROW: restoration-aware traffic engineering
Conference on Applications, Technologies, Architectures, and Protocols for Computer Communication · 2021
48
cited
Rail-only: A Low-Cost High-Performance Network for Training LLMs with Trillion Parameters
IEEE Symposium on High-Performance Interconnects · 2023
42
cited
Congestion control in machine learning clusters
ACM Workshop on Hot Topics in Networks · 2022
40
cited
Challenging the Stateless Quo of Programmable Switches
ACM Workshop on Hot Topics in Networks · 2020
36
cited
Bandwidth Steering in HPC Using Silicon Nanophotonics
International Conference for High Performance Computing, Networking, Storage and Analysis · 2019
35
cited
FAB: Toward Flow-aware Buffer Sharing on Programmable Switches
Workshop on Buffer Sizing · 2019
35
cited
Cerberus
Proceedings of the ACM on Measurement and Analysis of Computing Systems · 2021
34
cited
Beyond SmartNICs: Towards a Fully Programmable Cloud
2018
33
cited
Lightning: A Reconfigurable Photonic-Electronic SmartNIC for Fast and Energy-Efficient Inference
Conference on Applications, Technologies, Architectures, and Protocols for Computer Communication · 2023
31
cited
Sotabase
Manya Ghobadi | Researcher Profile | Sotabase | Sotabase