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Manya Ghobadi
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- affiliation: Massachusetts Institute of Technology
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Books and Theses
- 2014
- [b1]Monia Ghobadi:
TCP Adaptation Framework in Data Centers. University of Toronto, Canada, 2014
Journal Articles
- 2024
- [j7]Ajay Brahmakshatriya
, Martin C. Rinard, Manya Ghobadi
, Saman P. Amarasinghe
:
NetBlocks: Staging Layouts for High-Performance Custom Host Network Stacks. Proc. ACM Program. Lang. 8(PLDI): 467-491 (2024) - 2022
- [j6]Min Yee Teh, Zhenguo Wu
, Madeleine Glick
, Sébastien Rumley
, Manya Ghobadi, Keren Bergman:
Performance trade-offs in reconfigurable networks for HPC. JOCN 14(6): 454-468 (2022) - 2021
- [j5]Chen Griner, Johannes Zerwas, Andreas Blenk, Manya Ghobadi, Stefan Schmid
, Chen Avin:
Cerberus: The Power of Choices in Datacenter Topology Design - A Throughput Perspective. Proc. ACM Meas. Anal. Comput. Syst. 5(3): 38:1-38:33 (2021) - 2020
- [j4]Madeleine Glick, Nathan C. Abrams, Qixiang Cheng
, Min Yee Teh, Yu-Han Hung, Oscar A. Jimenez
, Songtao Liu
, Yoshitomo Okawachi
, Xiang Meng
, Leif Johansson, Manya Ghobadi, Larry Dennison, George Michelogiannakis
, John Shalf
, Alan Y. Liu, John E. Bowers, Alexander L. Gaeta, Michal Lipson, Keren Bergman:
PINE: Photonic Integrated Networked Energy efficient datacenters (ENLITENED Program) [Invited]. JOCN 12(12): 443-456 (2020) - [j3]Chen Avin, Manya Ghobadi, Chen Griner, Stefan Schmid:
On the Complexity of Traffic Traces and Implications. Proc. ACM Meas. Anal. Comput. Syst. 4(1): 20:1-20:29 (2020) - 2016
- [j2]Mark Filer, Jamie Gaudette, Monia Ghobadi, Ratul Mahajan, Tom Issenhuth, Buddy Klinkers, Jeffrey L. Cox:
Elastic Optical Networking in the Microsoft Cloud [Invited]. JOCN 8(7): A45-A54 (2016) - 2008
- [j1]Monia Ghobadi, Sudhakar Ganti, Gholamali C. Shoja:
Resource optimization algorithms for virtual private networks using the hose model. Comput. Networks 52(16): 3130-3147 (2008)
Conference and Workshop Papers
- 2024
- [c53]Sudarsanan Rajasekaran, Manya Ghobadi, Aditya Akella:
CASSINI: Network-Aware Job Scheduling in Machine Learning Clusters. NSDI 2024 - 2023
- [c52]Mingran Yang
, Zhizhen Zhong
, Manya Ghobadi
:
On-Fiber Photonic Computing. HotNets 2023: 263-271 - [c51]Homa Esfahanizadeh, William Wu, Manya Ghobadi, Regina Barzilay, Muriel Médard:
InfoShape: Task-Based Neural Data Shaping via Mutual Information. ICASSP 2023: 1-5 - [c50]Weiyang Wang, Moein Khazraee, Zhizhen Zhong, Manya Ghobadi, Zhihao Jia, Dheevatsa Mudigere, Ying Zhang, Anthony Kewitsch:
TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs. NSDI 2023: 739-767 - [c49]Zhizhen Zhong
, Mingran Yang
, Jay Lang
, Christian Williams
, Liam Kronman
, Alexander Sludds
, Homa Esfahanizadeh
, Dirk R. Englund
, Manya Ghobadi
:
Lightning: A Reconfigurable Photonic-Electronic SmartNIC for Fast and Energy-Efficient Inference. SIGCOMM 2023: 452-472 - [c48]Zhizhen Zhong
, Mingran Yang
, Jay Lang
, Dirk R. Englund
, Manya Ghobadi
:
Demo: First Demonstration of Real-Time Photonic-Electronic DNN Acceleration on SmartNICs. SIGCOMM 2023: 1173-1175 - 2022
- [c47]Sudarsanan Rajasekaran, Manya Ghobadi, Gautam Kumar, Aditya Akella:
Congestion control in machine learning clusters. HotNets 2022: 235-242 - [c46]Manya Ghobadi:
Emerging Optical Interconnects for AI Systems. OFC 2022: 1-3 - [c45]Alexander Sludds, Ryan Hamerly, Saumil Bandyopadhyay, Zhizhen Zhong, Zaijun Chen, Liane Bernstein, Manya Ghobadi, Dirk R. Englund:
Demonstration of WDM-Enabled Ultralow-Energy Photonic Edge Computing. OFC 2022: 1-3 - [c44]Alexander Sludds, Ryan Hamerly, Saumil Bandyopadhyay, Zaijun Chen, Zhizhen Zhong, Liane Bernstein, Manya Ghobadi, Dirk R. Englund
:
WDM-Enabled Photonic Edge Computing. OECC/PSC 2022: 1-3 - [c43]Vamsi Addanki
, Maria Apostolaki, Manya Ghobadi, Stefan Schmid
, Laurent Vanbever:
ABM: active buffer management in datacenters. SIGCOMM 2022: 36-52 - [c42]Mingran Yang
, Alex Baban, Valery Kugel, Jeff Libby, Scott Mackie, Swamy Sadashivaiah Renu Kananda, Chang-Hong Wu, Manya Ghobadi:
Using trio: juniper networks' programmable chipset - for emerging in-network applications. SIGCOMM 2022: 633-648 - [c41]Chen Griner, Johannes Zerwas, Andreas Blenk, Manya Ghobadi, Stefan Schmid
, Chen Avin:
Cerberus: The Power of Choices in Datacenter Topology Design - A Throughput Perspective. SIGMETRICS (Abstracts) 2022: 99-100 - 2021
- [c40]Nadeen Gebara, Manya Ghobadi, Paolo Costa:
In-network Aggregation for Shared Machine Learning Clusters. MLSys 2021 - [c39]Yiting Xia, Ying Zhang, Zhizhen Zhong, Guanqing Yan, Chiunlin Lim, Satyajeet Singh Ahuja, Soshant Bali, Alexander Nikolaidis, Kimia Ghobadi, Manya Ghobadi:
A Social Network Under Social Distancing: Risk-Driven Backbone Management During COVID-19 and Beyond. NSDI 2021: 217-231 - [c38]Zhizhen Zhong, Manya Ghobadi, Maximilian Balandat, Sanjeevkumar Katti, Abbas Kazerouni, Jonathan Leach, Mark McKillop, Ying Zhang:
BOW: First Real-World Demonstration of a Firewall-based Bayesian Optimization System for Wavelength Deployment. OFC 2021: 1-3 - [c37]Zhizhen Zhong, Weiyang Wang, Manya Ghobadi, Alexander Sludds, Ryan Hamerly, Liane Bernstein, Dirk R. Englund
:
IOI: In-network Optical Inference. OptSys@SIGCOMM 2021: 18-22 - [c36]Matthew Nance Hall, Paul Barford, Klaus-Tycho Foerster, Manya Ghobadi, William Jensen, Ramakrishnan Durairajan:
Are WANs Ready for Optical Topology Programming? OptSys@SIGCOMM 2021: 28-33 - [c35]Zhizhen Zhong, Manya Ghobadi, Alaa Khaddaj, Jonathan Leach, Yiting Xia, Ying Zhang:
ARROW: restoration-aware traffic engineering. SIGCOMM 2021: 560-579 - [c34]Mehrdad Khani Shirkoohi, Manya Ghobadi, Mohammad Alizadeh, Ziyi Zhu, Madeleine Glick, Keren Bergman, Amin Vahdat, Benjamin Klenk, Eiman Ebrahimi:
SiP-ML: high-bandwidth optical network interconnects for machine learning training. SIGCOMM 2021: 657-675 - 2020
- [c33]Nadeen Gebara, Alberto Lerner, Mingran Yang
, Minlan Yu, Paolo Costa, Manya Ghobadi:
Challenging the Stateless Quo of Programmable Switches. HotNets 2020: 153-159 - [c32]Mina Tahmasbi Arashloo, Alexey Lavrov, Manya Ghobadi, Jennifer Rexford, David Walker
, David Wentzlaff:
Enabling Programmable Transport Protocols in High-Speed NICs. NSDI 2020: 93-109 - [c31]Chen Avin, Manya Ghobadi, Chen Griner, Stefan Schmid
:
On the Complexity of Traffic Traces and Implications. SIGMETRICS (Abstracts) 2020: 47-48 - [c30]Klaus-Tycho Foerster
, Long Luo, Manya Ghobadi:
OptFlow: A Flow-based Abstraction for Programmable Topologies. SOSR 2020: 96-102 - 2019
- [c29]Maria Apostolaki, Laurent Vanbever, Manya Ghobadi:
FAB: Toward Flow-aware Buffer Sharing on Programmable Switches. BS 2019: 2:1-2:6 - [c28]George Michelogiannakis
, Yiwen Shen
, Min Yee Teh, Xiang Meng
, Benjamin Aivazi, Taylor L. Groves, John Shalf
, Madeleine Glick, Manya Ghobadi, Larry Dennison, Keren Bergman:
Bandwidth steering in HPC using silicon nanophotonics. SC 2019: 41:1-41:25 - [c27]Jeremy Bogle, Nikhil Bhatia, Manya Ghobadi, Ishai Menache, Nikolaj S. Bjørner, Asaf Valadarsky, Michael Schapira:
TEAVAR: striking the right utilization-availability balance in WAN traffic engineering. SIGCOMM 2019: 29-43 - 2018
- [c26]Klaus-Tycho Foerster
, Manya Ghobadi, Stefan Schmid
:
Characterizing the algorithmic complexity of reconfigurable data center architectures. ANCS 2018: 89-96 - [c25]Rachee Singh, Manya Ghobadi, Klaus-Tycho Foerster, Mark Filer, Phillipa Gill:
Beyond Binary Failures in Networks. ANRW 2018: 8 - [c24]Adrian M. Caulfield, Paolo Costa, Monia Ghobadi:
Beyond SmartNICs: Towards a Fully Programmable Cloud: Invited Paper. HPSR 2018: 1-6 - [c23]Rachee Singh, Manya Ghobadi, Klaus-Tycho Foerster
, Mark Filer, Phillipa Gill:
RADWAN: rate adaptive wide area network. SIGCOMM 2018: 547-560 - 2017
- [c22]Mina Tahmasbi Arashloo, Monia Ghobadi, Jennifer Rexford
, David Walker
:
HotCocoa: Hardware Congestion Control Abstractions. HotNets 2017: 108-114 - [c21]Rachee Singh, Monia Ghobadi, Klaus-Tycho Foerster
, Mark Filer, Phillipa Gill:
Run, Walk, Crawl: Towards Dynamic Link Capacities. HotNets 2017: 143-149 - [c20]Danyang Zhuo, Monia Ghobadi, Ratul Mahajan, Amar Phanishayee, Xuan Kelvin Zou, Hang Guan, Arvind Krishnamurthy, Thomas E. Anderson:
RAIL: A Case for Redundant Arrays of Inexpensive Links in Data Center Networks. NSDI 2017: 561-576 - [c19]Danyang Zhuo, Monia Ghobadi, Ratul Mahajan, Klaus-Tycho Förster
, Arvind Krishnamurthy, Thomas E. Anderson:
Understanding and Mitigating Packet Corruption in Data Center Networks. SIGCOMM 2017: 362-375 - 2016
- [c18]Yibo Zhu, Monia Ghobadi, Vishal Misra, Jitendra Padhye:
ECN or Delay: Lessons Learnt from Analysis of DCQCN and TIMELY. CoNEXT 2016: 313-327 - [c17]Monia Ghobadi, Ratul Mahajan:
Optical Layer Failures in a Large Backbone. Internet Measurement Conference 2016: 461-467 - [c16]Monia Ghobadi, Jamie Gaudette, Ratul Mahajan, Amar Phanishayee, Buddy Klinkers, Daniel C. Kilper:
Evaluation of elastic modulation gains in microsoft's optical backbone in North America. OFC 2016: 1-3 - [c15]Monia Ghobadi, Ratul Mahajan, Amar Phanishayee, Nikhil R. Devanur, Janardhan Kulkarni, Gireeja Ranade, Pierre-Alexandre Blanche, Houman Rastegarfar, Madeleine Glick, Daniel C. Kilper
:
ProjecToR: Agile Reconfigurable Data Center Interconnect. SIGCOMM 2016: 216-229 - 2015
- [c14]Nanxi Kang, Monia Ghobadi, John Reumann, Alexander Shraer, Jennifer Rexford
:
Efficient traffic splitting on commodity switches. CoNEXT 2015: 6:1-6:13 - [c13]Radhika Mittal
, Vinh The Lam, Nandita Dukkipati, Emily R. Blem, Hassan M. G. Wassel, Monia Ghobadi, Amin Vahdat, Yaogong Wang, David Wetherall, David Zats:
TIMELY: RTT-based Congestion Control for the Datacenter. SIGCOMM 2015: 537-550 - 2013
- [c12]Monia Ghobadi, Yashar Ganjali:
TCP Pacing in Data Center Networks. Hot Interconnects 2013: 25-32 - 2012
- [c11]Monia Ghobadi, Geoffrey Salmon, Yashar Ganjali, Martin Labrecque, J. Gregory Steffan:
Caliper: Precise and Responsive Traffic Generator. Hot Interconnects 2012: 25-32 - [c10]Monia Ghobadi, Soheil Hassas Yeganeh, Yashar Ganjali:
Rethinking end-to-end congestion control in software-defined networks. HotNets 2012: 61-66 - [c9]Monia Ghobadi, Yuchung Cheng, Ankur Jain, Matt Mathis:
Trickle: Rate Limiting YouTube Video Streaming. USENIX ATC 2012: 191-196 - 2011
- [c8]Nandita Dukkipati, Matt Mathis, Yuchung Cheng, Monia Ghobadi:
Proportional rate reduction for TCP. Internet Measurement Conference 2011: 155-170 - 2010
- [c7]Amin Tootoonchian, Monia Ghobadi, Yashar Ganjali:
OpenTM: Traffic Matrix Estimator for OpenFlow Networks. PAM 2010: 201-210 - [c6]Monia Ghobadi, Martin Labrecque, Geoffrey Salmon, Kaveh Aasaraai, Soheil Hassas Yeganeh, Yashar Ganjali, J. Gregory Steffan:
Caliper: a tool to generate precise and closed-loop traffic. SIGCOMM 2010: 445-446 - 2009
- [c5]Houman Rastegarfar, Monia Ghobadi, Yashar Ganjali:
Emulation of Optical PIFO Buffers. GLOBECOM 2009: 1-6 - 2008
- [c4]Neda Beheshti, Yashar Ganjali, Monia Ghobadi, Nick McKeown, Jad Naous, Geoff Salmon:
Performing time-sensitive network experiments. ANCS 2008: 127-128 - [c3]Neda Beheshti, Yashar Ganjali, Monia Ghobadi, Nick McKeown, Geoff Salmon:
Experimental study of router buffer sizing. Internet Measurement Conference 2008: 197-210 - 2007
- [c2]Monia Ghobadi, Sudhakar Ganti, Gholamali C. Shoja:
Hierarchical Provisioning Algorithm for Virtual Private Networks Using the Hose Model. GLOBECOM 2007: 2467-2471 - [c1]Monia Ghobadi, Sudhakar Ganti, Gholamali C. Shoja:
Resource Optimization to Provision a Virtual Private Network Using the Hose Model. ICC 2007: 512-517
Editorship
- 2023
- [e1]Mahesh Balakrishnan, Manya Ghobadi:
20th USENIX Symposium on Networked Systems Design and Implementation, NSDI 2023, Boston, MA, April 17-19, 2023. USENIX Association 2023 [contents]
Informal and Other Publications
- 2024
- [i11]Sudarsanan Rajasekaran, Sanjoli Narang, Anton A. Zabreyko, Manya Ghobadi:
MLTCP: Congestion Control for DNN Training. CoRR abs/2402.09589 (2024) - 2023
- [i10]Homa Esfahanizadeh, Adam Yala, Rafael G. L. D'Oliveira, Andrea J. D. Jaba, Victor Quach, Ken R. Duffy
, Tommi S. Jaakkola, Vinod Vaikuntanathan, Manya Ghobadi, Regina Barzilay, Muriel Médard:
PEOPL: Characterizing Privately Encoded Open Datasets with Public Labels. CoRR abs/2304.00047 (2023) - [i9]Weiyang Wang, Manya Ghobadi, Kayvon Shakeri, Ying Zhang, Naader Hasani:
Optimized Network Architectures for Large Language Model Training with Billions of Parameters. CoRR abs/2307.12169 (2023) - [i8]Sudarsanan Rajasekaran, Manya Ghobadi, Aditya Akella:
CASSINI: Network-Aware Job Scheduling in Machine Learning Clusters. CoRR abs/2308.00852 (2023) - 2022
- [i7]Weiyang Wang, Moein Khazraee, Zhizhen Zhong, Zhijao Jia, Dheevatsa Mudigere, Ying Zhang, Anthony Kewitsch, Manya Ghobadi:
TopoOpt: Optimizing the Network Topology for Distributed DNN Training. CoRR abs/2202.00433 (2022) - [i6]Alexander Sludds, Saumil Bandyopadhyay, Zaijun Chen, Zhizhen Zhong, Jared Cochrane, Liane Bernstein, Darius Bunandar, P. Ben Dixon
, Scott A. Hamilton, Matthew Streshinsky, Ari Novack, Tom Baehr Jones, Michael Hochberg, Manya Ghobadi, Ryan Hamerly, Dirk R. Englund
:
Delocalized Photonic Deep Learning on the Internet's Edge. CoRR abs/2203.05466 (2022) - [i5]Homa Esfahanizadeh, William Wu, Manya Ghobadi, Regina Barzilay, Muriel Médard:
InfoShape: Task-Based Neural Data Shaping via Mutual Information. CoRR abs/2210.15034 (2022) - 2021
- [i4]Maria Apostolaki, Vamsi Addanki, Manya Ghobadi, Laurent Vanbever:
FB: A Flexible Buffer Management Scheme for Data Center Switches. CoRR abs/2105.10553 (2021) - [i3]Adam Yala, Homa Esfahanizadeh, Rafael G. L. D'Oliveira, Ken R. Duffy, Manya Ghobadi, Tommi S. Jaakkola, Vinod Vaikuntanathan, Regina Barzilay, Muriel Médard:
NeuraCrypt: Hiding Private Health Data via Random Neural Networks for Public Training. CoRR abs/2106.02484 (2021) - 2020
- [i2]Chen Griner, Johannes Zerwas, Andreas Blenk, Manya Ghobadi, Stefan Schmid, Chen Avin:
Performance Analysis of Demand-Oblivious and Demand-Aware Optical Datacenter Network Designs. CoRR abs/2010.13081 (2020) - 2019
- [i1]Chen Avin, Manya Ghobadi, Chen Griner, Stefan Schmid:
Measuring the Complexity of Packet Traces. CoRR abs/1905.08339 (2019)
Coauthor Index
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