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- Research Areas
Research Areas
Cloud Computing and Edge Computing
- Data Center and multi-tier computing
- Mobile computing systems
- Wireless network systems
Next Generation Operating Systems and Optimizations
- Distributed and parallel computing
- Memory intensive computing
- Embedded systems
Machine Learning and AI for Systems
- Performance, availability
- Reliability, dependability
- Privacy and security
Faculty
Greg Eisenhauer
Areas of Interest
- Distributed systems
- Operating systems
- High performance systems
- Edge and cloud computing
Funding & Collaborations
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Agencies: DARPA, DOE, NSF
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Industry: IBM, Intel, HP Lab
Ada Gavrilovska
Areas of Interest
- distributed and operating systems, from edge to cloud and HPC
- impact of emerging hardware technologies on systems software e.g., persistent & heterogeneous memories, disaggregation, in-network computing
- impact of emerging application classes on system software
- distributed AI/ML, decentralized privacy, IoT, AR/VR, visual analytics
Funding & Collaborations
- Agencies: SRC/DARPA, DOE, NSF
- Industry: Cisco, Facebook, HP Labs, Intel, VMware
- Other universities: Michigan, UIUC, Emory, …
Teaching in AY’21/22
- Distributed Computing (Fall’21), Advanced OS (Spring’22)
Ling Liu
Areas of Interest
- Distributed data intensive systems for videos, images, graphs, and NLP
- Machine learning for systems: performance, reliability, and availability optimizations
- Systems for machine learning, edge AI, resource efficient distributed learning
- Privacy, security, and trust in cloud, edge, AI/ML
Calton Pu
Areas of Interest
- Distributed system performance and robustness
- Latency long tail in web-facing applications
- Cloud, n-tier, microservice-based systems
- Millibottleneck theory of latency long tail
- Transient (subsecond) resource contention can cause serious effects, e.g., dropped packets
- Invisible (to sec/min sampling) interference of QoS, whether unintentional or intentional
Kishore Ramachandran
Areas of Interest
- Parallel and distributed systems
Current Projects
- eCloud
- Device-Edge-Cloud continuum for emerging apps (space-time vehicle tracking, autonomous vehicles, drone farms, Collaborative AR/VR)
- Control Plane for orchestrating geo-distributed infrastructures
- Data Plane for real-time communication
- Low-cost edge architecture for camera processing
- Foresight and ClairvoyantEdge
- Short range mmWave augmentation for high bandwidth video delivery
- Bandwidth prediction across space and time for mobile users
- NFSlicer
- Optimizing network function implementation to reduce system bottlenecks
- Edge computing solution for underserved communities
- Smart information services without WAN connectivity
Collaborators
Alex Daglis, Ashutosh Dhekne, Joy Arulraj, Tushar Krishna, Abhijit Chatterjee, Mustaque Ahamad, Mostafa Ammar, Shatakshee Dhongde, Nisha Botchwey
Alexey Tumanov
Areas of Interest
- Systems for machine learning (SysML)
- Resource management and scheduling
- Neural architecture search
- Federated learning
- Soft real-time serving, queueing networks, network calculus
Teaching in AY21-22
- CS8803-SMR (Special Topics in SysML), CS3210 (OS Design)
Current/Recent SAIL lab projects
- Soft real-time ML inference (training & serving), weight shared training, distributed dataframe analytics, SysML for healthcare
Top Achievements
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Top Journals
- ACM TCS, ACM TOIT, ACM TOIT, ACM TWeb, ACM Computing Surveys, ACM TKDD, ACM/IEEE Transaction on Networking, ACM TOSN
- IEEE TMC, IEEE TCS, IEEE TPDS, IEEE TDCS, IEEE TIFS, IEEE TSC, IEEE TEC, IEEE TBD, IEEE Trans on Storages
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Top Conferences
- SOSP, OSDI, USENIX ATC, Eurosys, World Wide Web, SIGMOD, IEEE ICDCS, IEEE Infocom, ACM Middleware, IEEE S&P, ACM CCS, USENIX Security, VLDB, ACM SIGMOD, ACM SIGKDD, CVPR, AAAI, IJCAI, ICDM, ACM/IFIP Sigmetrics, ACM SoCC, ACM SEC, ACM IoTDI, ACM DEBS, ACM/IEEE ASPLOS
- SOSP, OSDI, USENIX ATC, Eurosys, World Wide Web, SIGMOD, IEEE ICDCS, IEEE Infocom, ACM Middleware, IEEE S&P, ACM CCS, USENIX Security, VLDB, ACM SIGMOD, ACM SIGKDD, CVPR, AAAI, IJCAI, ICDM, ACM/IFIP Sigmetrics, ACM SoCC, ACM SEC, ACM IoTDI, ACM DEBS, ACM/IEEE ASPLOS
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Best Paper Awards at Top Venues
- World Wide Web, IEEE ICDCS, ACM/IEEE CCGrid, IEEE Cloud Computing, IEEE ICWS
Alumni Placement
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Academic Positions
- US: Emory University, Rutgers University, Pittsburg Univ., Penn State Univ. Texas A&M, University of Georgia, Clemson
- EU: Koç University, IMDEA, EPFL
- Asia: KAIST, SKKU, North South University-Bangladesh
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Top Industry
- IBM TJ Watson, IBM Almaden, Google (California + Seattle), Microsoft, Amazon, Intel, Facebook, Motorola, Oracle, NCR Teradata, AT&T, VMware