Stoica, Ion

A view of cloud computing

Armbrust, M., Fox, A., Griffith, R., Joseph, A. D., Katz, R., Konwinski, A., Lee, G., Patterson, D., Rabkin, A., Stoica, I., et al. (2010) · Communications of the ACM

Cloud Computing and Resource ManagementCloud Data Security Solutions

Cited by 9,464

Apache Spark: A unified engine for big data processing

Zaharia, M., Xin, R. S., Wendell, P., Das, T., Armbrust, M., Dave, A., Meng, X., Rosen, J., Venkataraman, S., Franklin, M. J., et al. (2016) · Communications of the ACM

Cloud Computing and Resource ManagementAdvanced Database Systems and Queries

Cited by 2,757

Efficient Memory Management for Large Language Model Serving with PagedAttention

Kwon, W., Li, Z., Zhuang, S., Sheng, Y., Zheng, L., Yu, C. H., Gonzalez, J., Zhang, H., & Stoica, I. (2023) · Proceedings of the 29th Symposium on Operating Systems Principles

Natural Language Processing TechniquesTopic Modeling

Cited by 1,817

Efficient Memory Management for Large Language Model Serving with PagedAttention

Kwon, W., Li, Z., Zhuang, S., Sheng, Y., Zheng, L., Yu, C. H., Gonzalez, J. E., Zhang, H., & Stoica, I. (2023) · arXiv

Natural Language Processing TechniquesTopic Modeling

Cited by 1,802

RLlib: Abstractions for Distributed Reinforcement Learning

Liang, E., Liaw, R., Moritz, P., Nishihara, R., Fox, R., Goldberg, K., Gonzalez, J. E., Jordan, M. I., & Stoica, I. (2017) · arXiv

Reinforcement Learning in RoboticsParallel Computing and Optimization Techniques

Cited by 473

Chameleon: scalable adaptation of video analytics

Jiang, J., Ananthanarayanan, G., Bodik, P., Sen, S., & Stoica, I. (2018) · Proceedings of the 2018 Conference of the ACM Special Interest Group on Data Communication

Advanced Neural Network ApplicationsVideo Surveillance and Tracking Methods

Cited by 467

Clipper: A Low-Latency Online Prediction Serving System

Crankshaw, D., Wang, X., Zhou, G., Franklin, M. J., Gonzalez, J. E., & Stoica, I. (2016) · arXiv

Cloud Computing and Resource ManagementData Stream Mining Techniques

Cited by 415

RAFT: Adapting Language Model to Domain Specific RAG

Zhang, T., Patil, S. G., Jain, N., Shen, S., Zaharia, M., Stoica, I., & Gonzalez, J. E. (2024) · arXiv

Topic ModelingInformation Retrieval and Search Behavior

Cited by 286

Low Latency Geo-distributed Data Analytics

Pu, Q., Ananthanarayanan, G., Bodik, P., Kandula, S., Akella, A., Bahl, P., & Stoica, I. (2015) · Proceedings of the 2015 ACM Conference on Special Interest Group on Data Communication

Cloud Computing and Resource ManagementAdvanced Database Systems and Queries

Cited by 246

A Berkeley View of Systems Challenges for AI

Stoica, I., Song, D., Popa, R. A., Patterson, D., Mahoney, M. W., Katz, R., Joseph, A. D., Jordan, M., Hellerstein, J. M., Gonzalez, J. E., et al. (2017) · arXiv

Artificial Intelligence ApplicationsAdvanced Neural Network Applications

Cited by 171

Carat: collaborative energy diagnosis for mobile devices

Oliner, A. J., Iyer, A. P., Stoica, I., Lagerspetz, E., & Tarkoma, S. (2013) · Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems

Green IT and SustainabilitySoftware System Performance and Reliability

Cited by 148

SGLang: Efficient Execution of Structured Language Model Programs

Zheng, L., Yin, L., Xie, Z., Sun, C., Huang, J., Yu, C. H., Cao, S., Kozyrakis, C., Stoica, I., Gonzalez, J. E., et al. (2023) · arXiv

Natural Language Processing TechniquesParallel Computing and Optimization Techniques

Cited by 145

Single-cell DNA methylome and 3D multi-omic atlas of the adult mouse brain

Liu, H., Zeng, Q., Zhou, J., Bartlett, A., Wang, B.-A., Berube, P., Tian, W., Kenworthy, M., Altshul, J., Nery, J. R., et al. (2023) · Nature

Epigenetics and DNA MethylationSingle-cell and spatial transcriptomics

Cited by 139

Contrastive Code Representation Learning

Jain, P., Jain, A., Zhang, T., Abbeel, P., Gonzalez, J. E., & Stoica, I. (2020) · arXiv

Software Engineering ResearchTopic Modeling

Cited by 129

Contrastive Code Representation Learning

Jain, P., Jain, A., Zhang, T., Abbeel, P., Gonzalez, J., & Stoica, I. (2021) · Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing

Software Engineering ResearchTopic Modeling

Cited by 129

Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning

Zheng, L., Li, Z., Zhang, H., Zhuang, Y., Chen, Z., Huang, Y., Wang, Y., Xu, Y., Zhuo, D., Xing, E. P., et al. (2022) · arXiv

Parallel Computing and Optimization TechniquesAdvanced Neural Network Applications

Cited by 124

Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference

Chiang, W.-L., Zheng, L., Sheng, Y., Angelopoulos, A. N., Li, T., Li, D., Zhang, H., Zhu, B., Jordan, M., Gonzalez, J. E., et al. (2024) · arXiv

Constraint Satisfaction and OptimizationNatural Language Processing Techniques

Cited by 118

Exploiting Programmatic Behavior of LLMs: Dual-Use Through Standard Security Attacks

Kang, D., Li, X., Stoica, I., Guestrin, C., Zaharia, M., & Hashimoto, T. (2023) · arXiv

Adversarial Robustness in Machine LearningTopic Modeling

Cited by 114

Exploiting Programmatic Behavior of LLMs: Dual-Use Through Standard Security Attacks

Kang, D., Li, X., Stoica, I., Guestrin, C., Zaharia, M., & Hashimoto, T. (2024) · 2024 IEEE Security and Privacy Workshops (SPW)

Adversarial Robustness in Machine LearningTopic Modeling

Cited by 114

From cloud computing to sky computing

Stoica, I., & Shenker, S. (2021) · Proceedings of the Workshop on Hot Topics in Operating Systems

Cloud Computing and Resource ManagementSoftware-Defined Networks and 5G

Cited by 89

FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU

Sheng, Y., Zheng, L., Yuan, B., Li, Z., Ryabinin, M., Fu, D. Y., Xie, Z., Chen, B., Barrett, C., Gonzalez, J. E., et al. (2023) · arXiv

Parallel Computing and Optimization TechniquesNatural Language Processing Techniques

Cited by 86

AutoPandas: neural-backed generators for program synthesis

Bavishi, R., Lemieux, C., Fox, R., Sen, K., & Stoica, I. (2019) · Proceedings of the ACM on Programming Languages

Evolutionary Algorithms and ApplicationsTeaching and Learning Programming

Cited by 73

Real-Time Machine Learning: The Missing Pieces

Nishihara, R., Moritz, P., Wang, S., Tumanov, A., Paul, W., Schleier-Smith, J., Liaw, R., Niknami, M., Jordan, M. I., & Stoica, I. (2017) · Proceedings of the 16th Workshop on Hot Topics in Operating Systems

Parallel Computing and Optimization TechniquesCloud Computing and Resource Management

Cited by 49

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Jain, N., Han, K., Gu, A., Li, W.-D., Yan, F., Zhang, T., Wang, S., Solar-Lezama, A., Sen, K., & Stoica, I. (2024) · arXiv

Software Engineering ResearchTopic Modeling

Cited by 42