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We are the Intelligent System (IntelliSys) Lab at the ECE Department of Stevens Institute of Technology. Our research bridges artificial intelligence (AI) and novel system architectures by designing efficient and robust AI algorithms and developing intelligent and high-performance computing systems. Check our roadmap.


News

03/30/2025 :inbox_tray: Qingyang is invited to attend Nokia Bell Labs centennial celebration event; Hanfei is invited to give a talk at the University of Pennsylvania DSL Seminar.
03/18/2025 :bookmark: Dr. Wang received the Distinguished Member of IEEE INFOCOM 2025 TPC recognition.
03/12/2025 :trophy: Hanfei has been selected as one of the 2025 ML and Systems Rising Stars by ML Commons. Congratulations to Hanfei!
02/07/2025 :trophy: Dr. Zining Zhu and Dr. Wang have received a Seed Grant Award from the Stevens Teaching and Learning Center (TLC) for their project “An LLM-enhanced Framework for Targeted Practices.”
01/17/2025 :airplane: Ricky Wei will give a Lightening Talk about his Serverless MARL project at the NAIRR Pilot Inaugural Annual Meeting.
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Selected Publications

  1. KDD
    CriticalFL: A Critical Learning Periods Augmented Client Selection Framework for Efficient Federated Learning
    In Proceedings of the ACM Special Interest Group on Knowledge Discovery and Data Mining (KDD) 2023
  2. ASPLOS
    RainbowCake: Mitigating Cold-starts in Serverless with Layer-wise Container Caching and Sharing
    In Proceedings of the ACM Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS) 2024
  3. ICLR
    Backdoor Federated Learning by Poisoning Backdoor-Critical Layers
    In 2024
  4. SC
    Stellaris: Staleness-Aware Distributed Reinforcement Learning with Serverless Computing (Best Student Paper Finalist)
    In Proceedings of the International Conference for High Performance Computing, Networking, Storage, and Analysis (SC) 2024

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