Research output
Publications
Peer-reviewed papers and preprints from HyScale Lab and the PI's earlier work.
“There is a time for many words, and there is also a time for sleep.”
- Papers
- 25
- Google Scholar citations
- 1,508
- Years
- 2016–2026
Topics
Showing 25 papers
Work-in-Progress Publications
Spotlight: Synergizing Seed Exploration and Spot GPUs for DiT RL Post-Training
Ruiqi Lai, Dakai An, Wei Gao, Ju Huang, Siran Yang, Jiamang Wang, Lin Qu, Dmitrii Ustiugov, and Wei Wang
arXiv preprint, 2026
@misc{lai2026spotlightsynergizingseedexploration, title = {Spotlight: Synergizing Seed Exploration and Spot GPUs for DiT RL Post-Training}, author = {Ruiqi Lai and Dakai An and Wei Gao and Ju Huang and Siran Yang and Jiamang Wang and Lin Qu and Dmitrii Ustiugov and Wei Wang}, year = {2026}, eprint = {2606.19004}, archiveprefix = {arXiv}, primaryclass = {cs.DC}, url = {https://arxiv.org/abs/2606.19004} }FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving
Wenyan Chen, Chengzhi Lu, Yanying Lin, and Dmitrii Ustiugov
arXiv preprint, 2026
@misc{chen2026faserfinegrainedphasemanagement, title = {FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving}, author = {Wenyan Chen and Chengzhi Lu and Yanying Lin and Dmitrii Ustiugov}, year = {2026}, eprint = {2604.20503}, archiveprefix = {arXiv}, primaryclass = {cs.DC}, url = {https://arxiv.org/abs/2604.20503} }Nexus: Transparent I/O Offloading for High-Density Serverless Computing
JooYoung Park, Kevin Nguetchouang, Jovan Stojkovic, Likun Zhang, Riccardo Mancini, Marco Cali, and Dmitrii Ustiugov
arXiv preprint, 2026
@misc{park2026nexustransparentiooffloading, title = {Nexus: Transparent I/O Offloading for High-Density Serverless Computing}, author = {JooYoung Park and Kevin Nguetchouang and Jovan Stojkovic and Likun Zhang and Riccardo Mancini and Marco Cali and Dmitrii Ustiugov}, year = {2026}, eprint = {2604.06682}, archiveprefix = {arXiv}, primaryclass = {cs.DC}, url = {https://arxiv.org/abs/2604.06682} }CodecSight: Leveraging Video Codec Signals for Efficient Streaming VLM Inference
Yulin Zou, Yan Chen, Wenyan Chen, JooYoung Park, Shivaraman Nitin, Luo Tao, Francisco Romero, and Dmitrii Ustiugov
arXiv preprint, 2026
arXiv2 citations@misc{zou2026codecsightleveragingvideocodec, title = {CodecSight: Leveraging Video Codec Signals for Efficient Streaming VLM Inference}, author = {Yulin Zou and Yan Chen and Wenyan Chen and JooYoung Park and Shivaraman Nitin and Luo Tao and Francisco Romero and Dmitrii Ustiugov}, year = {2026}, eprint = {2604.06036}, archiveprefix = {arXiv}, primaryclass = {cs.DC}, url = {https://arxiv.org/abs/2604.06036} }Melding the Serverless Control Plane with the Conventional Cluster Manager for Speed and Resource Efficiency
Leonid Kondrashov, Lazar Cvetković, Hancheng Wang, Boxi Zhou, and Dmitrii Ustiugov
arXiv preprint, 2025
@misc{kondrashov2025pulsenet, title = {Melding the Serverless Control Plane with the Conventional Cluster Manager for Speed and Resource Efficiency}, author = {Leonid Kondrashov and Lazar Cvetković and Hancheng Wang and Boxi Zhou and Dmitrii Ustiugov}, year = {2025} }
2026
TokenScale: Timely and Accurate Autoscaling for Disaggregated LLM Serving with Token Velocity
Ruiqi Lai, Hongrui Liu, Chengzhi Lu, Zonghao Liu, Siyu Cao, Siyang Shao, Yixin Zhang, Luo Mai, and Dmitrii Ustiugov
ACM Symposium on Cloud Computing (SoCC), 2026
@inproceedings{lai2026tokenscale, title = {TokenScale: Timely and Accurate Autoscaling for Disaggregated LLM Serving with Token Velocity}, author = {Ruiqi Lai and Hongrui Liu and Chengzhi Lu and Zonghao Liu and Siyu Cao and Siyang Shao and Yixin Zhang and Luo Mai and Dmitrii Ustiugov}, booktitle = {ACM Symposium on Cloud Computing (SoCC)}, year = {2026} }Rethinking AI Cloud Infrastructure for Agentic Serving Systems with the Aries Experimentation Framework
Leonid Kondrashov, Hongrui Liu, JooYoung Park, Boxi Zhou, Zonghao Liu, Chengzhi Lu, Riccardo Mancini, Esha Choukse, Haris Javaid, German Sviridov, Tao Peng, Chen Zhao, Anastasia Avdeeva, Aleksei Gusev, Marios Kogias, Luo Mai, and Dmitrii Ustiugov
ACM Symposium on Cloud Computing (SoCC), 2026
@inproceedings{kondrashov2026rethinkingaicloudinfrastructure, title = {Rethinking AI Cloud Infrastructure for Agentic Serving Systems with the Aries Experimentation Framework}, author = {Leonid Kondrashov and Hongrui Liu and JooYoung Park and Boxi Zhou and Zonghao Liu and Chengzhi Lu and Riccardo Mancini and Esha Choukse and Haris Javaid and German Sviridov and Tao Peng and Chen Zhao and Anastasia Avdeeva and Aleksei Gusev and Marios Kogias and Luo Mai and Dmitrii Ustiugov}, booktitle = {ACM Symposium on Cloud Computing (SoCC)}, year = {2026} }
2025
Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency
Colin Hong, Xinyu Guo, Chaanan Anand Singh, Esha Choukse, and Dmitrii Ustiugov
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025 · Oral presentation at the main conference
@inproceedings{hong2025slimsc, title = {{Slim-SC}: Thought Pruning for Efficient Scaling with Self-Consistency}, author = {Hong, Colin and Guo, Xinyu and Singh, Chaanan Anand and Choukse, Esha and Ustiugov, Dmitrii}, booktitle = {Conference on Empirical Methods in Natural Language Processing (EMNLP)}, year = {2025} }Manage the Workloads, not the Cluster: Designing a Control Plane for Large-Scale AI Clusters
Ruiqi Lai, Siyu Cao, Long Li, Long Mai, and Dmitrii Ustiugov
EuroMLSys, 2025 · Poster
PDF2 citations@inproceedings{lai2025workloads, title = {Manage the Workloads, not the Cluster: Designing a Control Plane for Large-Scale {AI} Clusters}, author = {Lai, Ruiqi and Cao, Siyu and Li, Long and Mai, Long and Ustiugov, Dmitrii}, booktitle = {EuroMLSys}, year = {2025} }Shattering the Ephemeral Storage Cost Barrier for Data-Intensive Serverless Workflows
Shyam Jesalpura, Dmitrii Ustiugov, Michal Baczun, Mert Bora Alper, Rustem Feyzkhanov, Edouard Bugnion, Marios Kogias, and Boris Grot
SESAME, 2025
@inproceedings{jesalpura2025shattering, title = {Shattering the Ephemeral Storage Cost Barrier for Data-Intensive Serverless Workflows}, author = {Jesalpura, Shyam and Ustiugov, Dmitrii and Baczun, Michal and Alper, Mert Bora and Feyzkhanov, Rustem and Bugnion, Edouard and Kogias, Marios and Grot, Boris}, booktitle = {SESAME}, year = {2025} }
2024
ServerlessLLM: Locality-Enhanced Serverless Inference for Large Language Models
Yao Fu, Leyang Xue, Yeqi Huang, Andrei-Octavian Brabete, Dmitrii Ustiugov, Yuvraj Patel, and Long Mai
USENIX Symposium on Operating Systems Design and Implementation (OSDI), 2024
@inproceedings{fu2024serverlessllm, title = {{ServerlessLLM}: Locality-Enhanced Serverless Inference for Large Language Models}, author = {Fu, Yao and Xue, Leyang and Huang, Yeqi and Brabete, Andrei-Octavian and Ustiugov, Dmitrii and Patel, Yuvraj and Mai, Long}, booktitle = {USENIX Symposium on Operating Systems Design and Implementation (OSDI)}, year = {2024} }
2023
Enabling In-Vitro Serverless Systems Research
Dmitrii Ustiugov, Dohyun Park, Lazar Cvetković, Mihajlo Djokic, Hongyu Hè, Boris Grot, and Ana Klimovic
Workshop on Resource Disaggregation and Serverless (WORDS) at SOSP, 2023
@inproceedings{ustiugov2023invitro, title = {Enabling In-Vitro Serverless Systems Research}, author = {Ustiugov, Dmitrii and Park, Dohyun and Cvetković, Lazar and Djokic, Mihajlo and Hè, Hongyu and Grot, Boris and Klimovic, Ana}, booktitle = {Workshop on Resource Disaggregation and Serverless (WORDS) at SOSP}, year = {2023} }
2022
Lukewarm Serverless Functions: Characterization and Optimization
David Schall, Artemiy Margaritov, Dmitrii Ustiugov, Andreas Sandberg, and Boris Grot
International Symposium on Computer Architecture (ISCA), 2022
IEEE Micro Top Picks Honorable Mention 2023
@inproceedings{schall2022lukewarm, title = {Lukewarm Serverless Functions: Characterization and Optimization}, author = {Schall, David and Margaritov, Artemiy and Ustiugov, Dmitrii and Sandberg, Andreas and Grot, Boris}, booktitle = {International Symposium on Computer Architecture (ISCA)}, year = {2022} }
2021
Analyzing Tail Latency in Serverless Clouds with STeLLAR
Dmitrii Ustiugov, Theodor Amariucai, and Boris Grot
IEEE International Symposium on Workload Characterization (IISWC), 2021
@inproceedings{ustiugov2021stellar, title = {Analyzing Tail Latency in Serverless Clouds with {STeLLAR}}, author = {Ustiugov, Dmitrii and Amariucai, Theodor and Grot, Boris}, booktitle = {IEEE International Symposium on Workload Characterization (IISWC)}, year = {2021} }Benchmarking, Analysis, and Optimization of Serverless Function Snapshots
Dmitrii Ustiugov, Plamen Petrov, Marios Kogias, Edouard Bugnion, and Boris Grot
International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2021
ASPLOS 2021 Distinguished Artifact Award
@inproceedings{ustiugov2021snapshots, title = {Benchmarking, Analysis, and Optimization of Serverless Function Snapshots}, author = {Ustiugov, Dmitrii and Petrov, Plamen and Kogias, Marios and Bugnion, Edouard and Grot, Boris}, booktitle = {International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS)}, year = {2021} }PTEMagnet: Fine-Grained Physical Memory Reservation for Faster Page Walks in Public Clouds
Artemiy Margaritov, Dmitrii Ustiugov, A Shahab, and Boris Grot
International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2021
@inproceedings{margaritov2021ptemagnet, title = {{PTEMagnet}: Fine-Grained Physical Memory Reservation for Faster Page Walks in Public Clouds}, author = {Margaritov, Artemiy and Ustiugov, Dmitrii and Shahab, A and Grot, Boris}, booktitle = {International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS)}, year = {2021} }
2020
Bankrupt Covert Channel: Turning Network Predictability into Vulnerability
Dmitrii Ustiugov, Plamen Petrov, M. R. S. Katebzadeh, and Boris Grot
Workshop on Offensive Technologies (WOOT), 2020
@inproceedings{ustiugov2020bankrupt, title = {Bankrupt Covert Channel: Turning Network Predictability into Vulnerability}, author = {Ustiugov, Dmitrii and Petrov, Plamen and Katebzadeh, M. R. S. and Grot, Boris}, booktitle = {Workshop on Offensive Technologies (WOOT)}, year = {2020} }
2019
Prefetched Address Translation
Artemiy Margaritov, Dmitrii Ustiugov, Edouard Bugnion, and Boris Grot
IEEE/ACM International Symposium on Microarchitecture (MICRO), 2019
PDF117 citations@inproceedings{margaritov2019prefetched, title = {Prefetched Address Translation}, author = {Margaritov, Artemiy and Ustiugov, Dmitrii and Bugnion, Edouard and Grot, Boris}, booktitle = {IEEE/ACM International Symposium on Microarchitecture (MICRO)}, year = {2019} }Mitigating Load Imbalance in Distributed Data Serving with Rack-Scale Memory Pooling
Stanko Novakovic, Alexandros Daglis, Dmitrii Ustiugov, Edouard Bugnion, Babak Falsafi, and Boris Grot
ACM Transactions on Computer Systems (TOCS), 2019
PDF17 citations@article{novakovic2019rackscale, title = {Mitigating Load Imbalance in Distributed Data Serving with Rack-Scale Memory Pooling}, author = {Novakovic, Stanko and Daglis, Alexandros and Ustiugov, Dmitrii and Bugnion, Edouard and Falsafi, Babak and Grot, Boris}, journal = {ACM Transactions on Computer Systems (TOCS)}, year = {2019} }
2018
Virtual Address Translation via Learned Page Table Indexes
Artemiy Margaritov, Dmitrii Ustiugov, Edouard Bugnion, and Boris Grot
NeurIPS Workshop on Machine Learning for Systems, 2018
PDF23 citations@inproceedings{margaritov2018learned, title = {Virtual Address Translation via Learned Page Table Indexes}, author = {Margaritov, Artemiy and Ustiugov, Dmitrii and Bugnion, Edouard and Grot, Boris}, booktitle = {NeurIPS Workshop on Machine Learning for Systems}, year = {2018} }Design Guidelines for High-Performance SCM Hierarchies
Dmitrii Ustiugov, Alexandros Daglis, Javier Picorel, Mark Sutherland, Edouard Bugnion, Babak Falsafi, and Dionisios Pnevmatikatos
International Symposium on Memory Systems (MEMSYS), 2018
PDF41 citations@inproceedings{ustiugov2018scm, title = {Design Guidelines for High-Performance {SCM} Hierarchies}, author = {Ustiugov, Dmitrii and Daglis, Alexandros and Picorel, Javier and Sutherland, Mark and Bugnion, Edouard and Falsafi, Babak and Pnevmatikatos, Dionisios}, booktitle = {International Symposium on Memory Systems (MEMSYS)}, year = {2018} }Algorithm/Architecture Co-Design for Near-Memory Processing
Mario Drumond, Alexandros Daglis, Naser Mirzadeh, Dmitrii Ustiugov, Javier Picorel, Babak Falsafi, Boris Grot, and Dionisios Pnevmatikatos
ACM SIGOPS Operating Systems Review, 2018
Website7 citations@article{drumond2018codesign, title = {Algorithm/Architecture Co-Design for Near-Memory Processing}, author = {Drumond, Mario and Daglis, Alexandros and Mirzadeh, Naser and Ustiugov, Dmitrii and Picorel, Javier and Falsafi, Babak and Grot, Boris and Pnevmatikatos, Dionisios}, journal = {ACM SIGOPS Operating Systems Review}, year = {2018} }
2017
The Mondrian Data Engine
Mario Drumond, Alexandros Daglis, Naser Mirzadeh, Dmitrii Ustiugov, Javier Picorel, Babak Falsafi, Boris Grot, and Dionisios Pnevmatikatos
International Symposium on Computer Architecture (ISCA), 2017
PDF188 citations@inproceedings{drumond2017mondrian, title = {The Mondrian Data Engine}, author = {Drumond, Mario and Daglis, Alexandros and Mirzadeh, Naser and Ustiugov, Dmitrii and Picorel, Javier and Falsafi, Babak and Grot, Boris and Pnevmatikatos, Dionisios}, booktitle = {International Symposium on Computer Architecture (ISCA)}, year = {2017} }
2016
SABRes: Atomic Object Reads for In-Memory Rack-Scale Computing
Alexandros Daglis, Dmitrii Ustiugov, Stanko Novakovic, Edouard Bugnion, Babak Falsafi, and Boris Grot
IEEE/ACM International Symposium on Microarchitecture (MICRO), 2016
PDF31 citations@inproceedings{daglis2016sabres, title = {{SABRes}: Atomic Object Reads for In-Memory Rack-Scale Computing}, author = {Daglis, Alexandros and Ustiugov, Dmitrii and Novakovic, Stanko and Bugnion, Edouard and Falsafi, Babak and Grot, Boris}, booktitle = {IEEE/ACM International Symposium on Microarchitecture (MICRO)}, year = {2016} }
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