Publications

MLSys Workshop @NeurIPS'23
On the Promise and Challenges of Foundation Models for Learning-based Cloud Systems Management.

In Proceedings of the 7th Workshop on ML for Systems at NeurIPS 2023 (MLSys Workshop 2023).
 Selected for Spotlight Presentation

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MLSys Workshop @NeurIPS'23
PARM: Adaptive Resource Allocation for Datacenter Power Capping.

In Proceedings of the 7th Workshop on ML for Systems at NeurIPS 2023 (MLSys Workshop 2023).

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ATC'23
AWARE: Automate Workload Autoscaling with Reinforcement Learning in Production Cloud Systems.

In Proceedings of the 2023 USENIX Annual Technical Conference (ATC 2023).
 Artifact Available, Functional, Reproduced
 Selected for Presentation at KubeCon + CloudNativeCon North America 2023

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NeurIPS'23
Multi-Agent Meta-Reinforcement Learning: Sharper Convergence Rates with Task Similarity.

In Proceedings of the 37th Annual Conference on Neural Information Processing Systems (NeurIPS 2023).

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NeurIPS'22
A Mean-Field Game Approach to Cloud Resource Management with Function Approximation.

In Proceedings of the 36th Annual Conference on Neural Information Processing Systems (NeurIPS 2022).

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CompSys Workshop @IPDPS'22
Evaluating Hardware Memory Disaggregation under Delay and Contention.

In Proceedings of the 1st Workshop on Composable Systems Co-located with IPDPS 2022 (COMPSYS 2022).
 Best Presentation Award

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EuroMLSys Workshop @EuroSys'22
Reinforcement Learning for Resource Management in Multi-tenant Serverless Platforms.

In Proceedings of the 2nd European Workshop on Machine Learning and Systems Co-located with EuroSys 2022 (EuroMLSys 2022).

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WoSC @Middleware'21
Is Function-as-a-Service a Good Fit for Latency-Critical Services?.

In Proceedings of the 7th International Workshop on Serverless Computing Co-located with ACM/IFIP Middleware 2021 (WoSC7).

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OSDI'20
FIRM: An Intelligent Fine-Grained Resource Management Frameworkfor SLO-Oriented Microservices.

In Proceedings of the 14th USENIX Symposium on Operating Systems Design and Implementation (OSDI 2020).
 Artifact Available, Functional, Reproduced
 Selected as ACM ICPE 2024 Data Challenge

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DSN'18
OWL: Understanding and Detecting Concurrency Attacks.

In Proceedings of the 48th IEEE International Conference on Dependable Systems and Networks (DSN 2018).

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NSDI'18
PLOVER: Fast, Multi-core Scalable Virtual Machine Fault-tolerance.

In Proceedings of the 15th USENIX Symposium on Networked Systems Design and Implementation (NSDI 2018).

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