@inproceedings {298766, author = {Sudipta Saha Shubha and Haiying Shen and Anand Iyer}, title = {{USHER}: Holistic Interference Avoidance for Resource Optimized {ML} Inference},

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Multimodal model training takes multiple types of inputs to process with differently structured submodules, and aggregates outcomes from the submodules to learn the relationship among various types of inputs, e.g., correlating text to image for text-to-image generation.

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The 2025 USENIX Annual Technical Conference will take place on July 7–9, 2025, at the Sheraton Boston in Boston, MA, USA.. USENIX ATC brings together leading systems researchers for the presentation of cutting-edge systems research and the opportunity to gain insight into a wealth of must-know topics, including virtualization, system and network management and …

Bo Liang, Peking University and Alibaba Group; Purui Wang, Massachusetts Institute of Technology; Renjie Zhao, University of California San Diego; Heyu Guo, Peking University; Pengyu Zhang and Junchen Guo, Alibaba Group; Shunmin Zhu, Tsinghua University and Alibaba Group; Hongqiang Harry Liu, Alibaba Group; Xinyu Zhang, University of California San Diego; …

Xuchuan Luo, School of Computer Science, Fudan University; Pengfei Zuo, Huawei Cloud; Jiacheng Shen and Jiazhen Gu, The Chinese University of Hong Kong; Xin Wang, School of Computer Science, Fudan University; Shanghai Key Laboratory of Intelligent Information Processing, Shanghai, China; Michael R. Lyu, The Chinese University of Hong Kong; Yangfan …

Conference Sponsorship. Become a Sponsor: Sponsorship exposes your brand to highly qualified attendees, funds our grants program, supports open access to our conference content, and keeps USENIX conferences affordable. USENIX is a 501(c)(3) non-profit organization that relies on sponsor support to fulfill its mission. To learn more, please contact the Sponsorship …

The 23rd USENIX Conference on File and Storage Technologies (FAST '25) will take place on February 25–27, 2025, in Santa Clara, CA, USA, at the Hyatt Regency Santa Clara. FAST will bring together storage-system researchers and practitioners to explore new directions in the design, implementation, evaluation, and deployment of storage systems.

The 23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI '26) will be held on May 4–6, 2026, in Renton, WA, USA. NSDI focuses on the design principles, implementation, and practical evaluation of networked and distributed systems. Our goal is to bring together researchers from across the networking and systems community to foster a …