• Agile Hardware Specialization

    ISEB 4020 Interdisciplinary Science and Engineering Building, Irvine, CA, United States

    DATE/TIME: Wednesday, May 1st, 11:00am
    SPEAKER: Prof. Yun Eric Liang, Peking University
    As Moore’s law is approaching to the end, designing specialized hardware accelerator along with the software that map the applications onto the specialized hardware is a promising solution. However, the hardware is very difficult to design and optimize due to the low-level programming and huge design space.

  • Dissecting the Software Supply Chain of Modern Industrial Control Systems

    Zoom

    DATE/TIME: Thursday, May 23rd, 10:00am
    SPEAKER: Prof. Michail (Mihalis) Maniatakos, NYU Abu Dhabi
    In this seminar, we will shed light to the security landscape of modern ICS, dissecting firmware from the dominant vendors and motivating the need of employing appropriate vulnerability assessment tools.

  • Storage-Centric Computing for Genomics and Metagenomics

    DBH 4011 Donald Bren Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Thursday, October 17th, 3:00pm
    SPEAKER: Nika Mansouri Ghiasi, ETH Zürich
    The exponential growth of genomic data poses unprecedented challenges in genomics and metagenomic applications. These applications suffer from significant data movement overheads from the storage system. To fundamentally address these overheads, we make a case for storage-centric computing.

  • In Vitro Biological Neural Networks

    EH 2430 Engineering Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Friday, October 18th, 2:00pm
    SPEAKER: Prof. Lawrence Rauchwerger, University of Illinois Urbana-Champaign
    In this presentation we outline a framework that leverages in-silico simulation to establish an engineering testbed with the ultimate goal of learning to harness neural in-vitro systems for computational purposes.

  • Optimizing AI Performance: Bridging Algorithmic and Hardware Innovations from Inference to Training

    ISEB 1200 Interdisciplinary Science and Engineering Building University of California, Irve, Irvine, CA, United States

    DATE/TIME: Wednesday, March 12, 2:00pm
    SPEAKER: Prof. Yu Bai, Intelligent Computing Research Lab @ CSU
    This talk explores the challenges and innovations in optimizing AI efficiency, bridging algorithmic advancements and hardware design to enhance performance from inference to training.

  • Security in Heterogeneous Systems

    EH 2430 Engineering Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Monday, April 21, 11:00am
    SPEAKER: Yicheng Zhang, Ph.D. Candidate @ UC Riverside
    To improve the performance and efficiency of modern computing systems, architects increasingly adopt heterogeneous designs that tightly integrate specialized accelerators such as GPUs and FPGAs. In this talk, I will present my research efforts to uncover and mitigate security vulnerabilities in these heterogeneous platforms.

  • Efficient and Robust Defense against Query-based Black-box Attacks

    EH 2430 Engineering Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Monday, May 19, 11:00am
    SPEAKER: Shaofei Li, Ph.D. @ Peking University
    In this talk, I will present our novel approach, Query Provenance Analysis (QPA), for defending against query-based black-box attacks robustly (against both non-adaptive and adaptive attacks) and efficiently (in real-time).

  • TEE-Shielded LLM Partition – Efficiently Protect Model Security on User Devices

    EH 2430 Engineering Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Monday, May 19, 11:00am
    SPEAKER: Ziqi Zhang, Postdoc Researcher @ University of Illinois Urbane-Champaign
    In this talk, I will introduce recent work on TEE-based LLM protection (TSLP) on the user devices: TEESlice (S&P24) and ArrowCloak (Security25 revision).

  • Confidential Computing and Trusted Execution Environment: Challenges, Opportunities, and the Future

    EH 2430 Engineering Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Monday, June 9, 11:00am
    SPEAKER: Mengyuan Li, Professor @ USC
    I will share my insights into two real-world vulnerabilities we uncovered within commercial Confidential Computing systems, along with our joint efforts with CPU manufacturers to address these issues in the latest server-grade CPUs.

  • Unleashing Multi-GPU Computing to the Next-Level

    EH 2430 Engineering Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Wednesday, October 15, 2:00pm
    SPEAKER: Dr. Xulong Tang
    I will discuss novel techniques such as lightweight invalidations for page translation, short-circuiting page table walks, and multi-instance GPU (MIG) reconfiguration strategies that collectively deliver substantial performance and efficiency gains to overcome these bottlenecks and unleash the full potential of multi-GPU computing.

  • Autonomy on a Budget: Enabling Intelligent Monitoring Through Low-Cost Embedded Systems

    EH 2430 Engineering Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Tuesday, November 4, 2:00pm
    SPEAKER: Dr. Prabha Sundaravadivel
    This talk presents recent advances in low-cost embedded autonomy, where edge AI, sensor fusion, and adaptive control enable real-time decision-making within compact, power-efficient platforms.

  • GOAL: An Industrially Validated Global Optimization Framework for Advanced Macro Placement in Semiconductor Design

    EH 2430 Engineering Hall, University of California, Irvine, Irvine, CA, United States

    DATE/TIME: Friday, February 13, 10:30am
    SPEAKER: Jooyoung Lee
    This talk presents a solution to build on a dedicated combinatorial-optimization engine that directly models the search space rather than relying on proxy rewards, advancing AI that can reliably solve the hardest optimization problems in semiconductor design and beyond.