News
Papers, awards, grants, and people, from 2021 to today.
2026
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- π Congrats to Yuqi and Ruizhe on Allpass accepted to ACM SoCC 2026!
- Our survey paper on resource-efficient LLMs is published at ACM Computing Surveys!
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- π’ New Course Alert: I'll be teaching CS6501 AI Systems in Fall 26!
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- π Congrats to Zirui and Zhaoyuan on LatentStore and Zero-Prefill accepted to NSDI 2027! Stay tuned for more updates on the projects!
- π Congrats to Tingfeng, Zirui, Yunjia, and Zhaoyuan on TensorDex accepted to SOSP 2026! TensorDex explores fine-grained tensor-level relationships across massive AI model hubs to achieve significant lossless reduction in large-scale model storage. Stay tuned for more updates on the project!
- π One paper accepted to SC'26. Congratulations to Patrick and the team!
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- π Congrats to Tingfeng and Yusen on ZenFlow accepted to SIGMOD 2027! ZenFlow enables stall-free offloaded LLM training and is integrated in DeepSpeed.
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- π Congratulations to Tingfeng on receiving the EuroSysβ26 Distinguished AEC Award!
- π Three Ph.D. students from DS2 are graduating this semester. Yuqi Fu will be starting a faculty position in academia. Zhaoyuan Su will be joining Snowflake AI Research. Rui Yang will be joining the ByteDance AI infra team. Congratulations to all three!
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- We have released BitX, a high-performance, lossless compressor for safetensors model files (paper, Rust crate). BitX achieves 10+ GB/s compression throughput, making it practical for large-scale model storage and transfer. We've also open-sourced ZipLLM, our model-aware data reduction pipeline. Access the project website to learn more about the project. Check them out and share your feedback!
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- π Two papers accepted to MLSys'26. Congrats to Zhaoyuan and Rui!
2025
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- Thrilled to receive a CCI award (with Songqing Chen from GMU). Thanks, CCI!
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- π ZenFlow has now been officially adopted into DeepSpeed and is also featured on the PyTorch blog!
- π Congrats to Ruizhe and Yuqi on their paper accepted to IMC 2025!
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- π Ben Carver successfully defended his Ph.D. dissertation. Congratulations, Dr. Carver!! Ben will be joining the AI Networking Infrastructure team @ Meta as a Research Scientist, where he'll work on cutting-edge infrastructure to support next-gen AI.
- π Congrats to Zirui, Tingfeng, and Zhaoyuan on ZipLLM accepted to NSDI 2026! We analyzed all publicly available LLM repos on Hugging Face and built effective, efficient data reduction algorithms tailored for massive-scale LLM storage. Stay tuned for more updates!
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- π Congrats to Ben and Jingyuan on NotebookOS accepted to ASPLOS 2026! In this work, we built a GPU-efficient distributed Notebook platform that enables on-demand GPU allocation for interactive training workloads such as LLM fine-tuning. Stay tuned for more updates on the project! Stay tuned for more info about the code release.
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- π Congrats to Qichang on CIDRE accepted to ASPLOS 2025!
- π Congrats to Ruizhe on the IPFS data management work accepted to WWW 2025!
2024
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- Congrats to Redwan on FedCaSe on federated learning I/O caching and scheduling accepted to SoCC 2024!
- π A warm welcome to our newest members Zirui Wang and Tingfeng Lan! We're excited to have you both on board.
- Thrilled to receive an NSF CSSI Elements grant on developing a sustainable and GPU-efficient cyberinfrastructure for Notebooks (w/ Co-PI Geoffrey Fox). Thanks, NSF!
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- Excited to receive an NSF REU Site grant (lead PI: Claudia Scholz). Thanks, NSF!
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- Congrats to Yuqi and Ruizhe on ALPS accepted to USENIX ATC 2024! ALPS learns workload intelligence from the user space to inform serverless function scheduling in the kernel space.
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- Excited to receive an NSF OAC Core grant on building a distributed graph learning cyberinfrastructure for large spatiotemporal prediction (w/ Liang Zhao from Emory). Thanks, NSF!
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- Congrats to Ruizhe on the IPFS analysis work accepted to SIGMETRICS 2024! We answered questions about accessibility, content, and performance of IPFS in this research.
- Congrats to Zhaoyuan, Ammar, and Zirui on their work accepted to VLDB 2024! In this work, Zhaoyuan analyzed a large dataset of real-world pre-trained ML models collected from Hugging Face. Based on the analysis study, he designed a new storage compression method for reducing the storage requirement of pre-trained models at scale.
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- Check our latest survey on resource-efficient LLMs!
2023
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- π Excited to receive a Samsung GRO 2023 Award on New Storage for Large ML Training (w/ Ali Anwar from UMN). Thanks, Samsung Advanced Institute of Technology and Samsung Memory Solutions Lab, for the generous support on our research!
- Serving as the general co-chair of ACM HotStorage'24. Consider submitting your exciting early ideas!
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- π My first Ph.D. student Jingyuan Zhang successfully defended his Ph.D. dissertation. Congratulations, Dr. Zhang! Jingyuan will be joining the cloud-native infrastructure team @ ByteDance (San Jose, CA).
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- Congrats to Ben, Runzhou, and Jingyuan on the acceptance of Ξ»FS to ASPLOS'23! The acceptance of Ξ»FS at ASPLOS'23 marks yet another significant milestone of our serverless storage project series. Don't forget to check out our projects: Episode I - InfiniCache, Episode II - InfiniStore, and our latest work, Episode III - Ξ»FS.
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- Congrats to Jingyuan, Ben, and the team on the acceptance of InfiniStore to VLDB 2023!
2022
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- Congrats to Redwan, Ahmad, and Yuqi on their paper on deep learning I/O caching accepted to FAST 2023!
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- Yue is selected for the 2022 IEEE CS TCHPC Early Career Researchers Award for Excellence in High Performance Computing!
- Congrats to Zhaoyuan on his paper accepted to DRBSD-8 co-located with SC 2022!
- π We are excited to receive a Meta Research Award for AI System Hardware/Software Codesign. Thanks, Meta Research!
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- Our group moved to the University of Virginia in Fall'22.
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- Congrats to Yuqi on his paper on serverless function scheduling accepted to SC'22!
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- This summer my students will intern at MSR (Ben Carver), ByteDance (Yuqi Fu, Jingyuan Zhang), and Argonne National Lab (Zhaoyuan Su)! Congrats!
- Yue received an Outstanding Teacher Award from CS @ Mason!
- Rui received an Outstanding GTA Award from CS @ Mason! Congratulations!
2021
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- Congrats to Li and Haoliang on rKube accepted to SoCC'21!
- A collaborative FMSG grant funded by NSF (with Jia Liu @ Auburn). Thanks, NSF!
- Congrats to Li and Haoliang on rKube accepted to SoCC'21!
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- Congrats to Zheng on FedAT accepted to SC'21!
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- Congrats to Ao on FaaSNet accepted to ATC'21!
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- Yue received a gift from Adobe Research for our work on serverless computing! Thanks, Adobe!
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- Yue received an NSF CAREER Award for our work on building serverless cloud storage infrastructure. Thanks, NSF!