We are the Intelligent System (IntelliSys) Lab at the ECE Department of Stevens Institute of Technology. Our research focuses on bridging artificial intelligence (AI) and emerging system architectures by developing efficient, robust algorithms and advancing intelligent, high-performance computing systems. Supported by multiple NSF grants, as well as funding and credits from AWS, NIH AIM-AHEAD, and the Computing Research Association (CRA), our work spans theory, algorithms, and real-world systems. Explore our projects.


News

10/21/2026 :trophy: Congratulations to Qingyang Yu on receiving up to $1,000 from the Stevens Graduate Conference Funding to present “Bayes-pFCL: Bayesian Personalized Federated Continual Learning” at NeurIPS 2026!
10/21/2026 :trophy: Our project “Enabling RL-based Agentic LLM Post-training with Serverless Computing” (NAIRR260186) has been funded by the NAIRR Pilot program, with $5,000 in CloudBank cloud credits and 2,500 GPU hours on NCSA Delta!
10/15/2026 :trophy: Xuanlin (Terry) Liu, our undergraduate RA, has been selected as an Undergraduate Research Assistant under the Provost’s Office Undergraduate Research Fund! Kudos to the Provost’s Office.
10/10/2026 :pencil: Congratulations to Bener Dulger, our high school student from High Technology High School, and Longzhao Gong, our master’s student RA! Their paper “RacingRL Arena: A No-Code Autonomous Racing Platform for Hands-On Reinforcement Learning in High Schools” has been accepted by the IEEE BigData 2026 High School Symposium. See you in Phoenix in December!
10/06/2026 :pencil: Our paper “xRLHF: Efficient RLHF with Serverless Computing” has been accepted by SoCC 2026. Congratulations to Ricky!
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Selected Publications

  1. EuroSys
    Taming Latency-Memory Trade-Off in MoE-Based LLM Serving via Fine-Grained Expert Offloading
    In Proceedings of ACM European Conference on Computer Systems (EuroSys) 2026
  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. AAAI
    iSeal: Encrypted Fingerprinting for Reliable LLM Ownership Verification
    In Proceedings of Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI) 2026
  4. ICML
    GFedCL: Graph-Based Federated Continual Learning with Spatial and Temporal Awareness
    Accepted by International Conference on Machine Learning (ICML) 2026

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