Ana Klimovic

Publication Activity (10 Years)

Years Active: 2013-2024
Publications (10 Years): 50

Top Topics

Data Processing

Machine Learning

Top Venues

USENIX Annual Technical Conference

Proc. VLDB Endow.

Publications

Jiawei Jiang, Shaoduo Gan, Bo Du, Gustavo Alonso, Ana Klimovic, Ankit Singla, Wentao Wu, Sheng Wang, Ce Zhang
A systematic evaluation of machine learning on serverless infrastructure. VLDB J. 33 (2) (2024)
Michal Wawrzoniak, Gianluca Moro, Rodrigo Bruno, Ana Klimovic, Gustavo Alonso
Off-the-shelf Data Analytics on Serverless. CIDR (2024)
Lazar Cvetkovic, François Costa, Mihajlo Djokic, Michal Friedman, Ana Klimovic
Dirigent: Lightweight Serverless Orchestration. CoRR (2024)
Michael Wawrzoniak, Rodrigo Bruno, Ana Klimovic, Gustavo Alonso
Imaginary Machines: A Serverless Model for Cloud Applications. CoRR (2024)
Foteini Strati, Sara McAllister, Amar Phanishayee, Jakub Tarnawski, Ana Klimovic
DéjàVu: KV-cache Streaming for Fast, Fault-tolerant Generative LLM Serving. CoRR (2024)
Roberto Starc, Tom Kuchler, Michael Giardino, Ana Klimovic
Serverless? RISC more! SESAME@EuroSys (2024)
Foteini Strati, Xianzhe Ma, Ana Klimovic
Orion: Interference-aware, Fine-grained GPU Sharing for ML Applications. EuroSys (2024)
Maximilian Böther, Abraham Sebastian, Pranjal Awasthi, Ana Klimovic, Srikumar Ramalingam
On Distributed Larger-Than-Memory Subset Selection With Pairwise Submodular Functions. CoRR (2024)
Foteini Strati, Paul Elvinger, Tolga Kerimoglu, Ana Klimovic
ML Training with Cloud GPU Shortages: Is Cross-Region the Answer? EuroMLSys@EuroSys (2024)
Dan Graur, Oto Mraz, Muyu Li, Mohammad Sepehr Pourghannad, Chandramohan A. Thekkath, Ana Klimovic
Pecan: Cost-Efficient ML Data Preprocessing with Automatic Transformation Ordering and Hybrid Placement. USENIX ATC (2024)
Michael Wawrzoniak, Rodrigo Bruno, Ana Klimovic, Gustavo Alonso
Boxer: FaaSt Ephemeral Elasticity for Off-the-Shelf Cloud Applications. CoRR (2024)
Lazar Cvetkovic, Rodrigo Fonseca, Ana Klimovic
Understanding the Neglected Cost of Serverless Cluster Management. WORDS@SOSP (2023)
Dmitrii Ustiugov, Dohyun Park, Lazar Cvetkovic, Mihajlo Djokic, Hongyu Hè, Boris Grot, Ana Klimovic
Enabling In-Vitro Serverless Systems Research. WORDS@SOSP (2023)
Gustavo Alonso, Ana Klimovic, Tom Kuchler, Michael Wawrzoniak
Rethinking Serverless Computing: from the Programming Model to the Platform Design. VLDB Workshops (2023)
Andrew Audibert, Yang Chen, Dan Graur, Ana Klimovic, Jirí Simsa, Chandramohan A. Thekkath
tf.data service: A Case for Disaggregating ML Input Data Processing. SoCC (2023)
Dimitrios Koutsoukos, Raghav Bhartia, Michal Friedman, Ana Klimovic, Gustavo Alonso
NVM: Is it Not Very Meaningful for Databases? Proc. VLDB Endow. 16 (10) (2023)
Tom Kuchler, Michael Giardino, Timothy Roscoe, Ana Klimovic
Function as a Function. SoCC (2023)
Maximilian Böther, Lawrence Benson, Ana Klimovic, Tilmann Rabl
Analyzing Vectorized Hash Tables Across CPU Architectures. Proc. VLDB Endow. 16 (11) (2023)
Maximilian Böther, Foteini Strati, Viktor Gsteiger, Ana Klimovic
Towards A Platform and Benchmark Suite for Model Training on Dynamic Datasets. EuroMLSys@EuroSys (2023)
Xiaozhe Yao, Ana Klimovic
DeltaZip: Multi-Tenant Language Model Serving via Delta Compression. CoRR (2023)
Michael Wawrzoniak, Rodrigo Bruno, Ana Klimovic, Gustavo Alonso
Ephemeral Per-query Engines for Serverless Analytics. VLDB Workshops (2023)
Maximilian Böther, Viktor Gsteiger, Ties Robroek, Ana Klimovic
Modyn: A Platform for Model Training on Dynamic Datasets With Sample-Level Data Selection. CoRR (2023)
Malte Brodmann, Nikolas Ioannou, Bernard Metzler, Jonas Pfefferle, Ana Klimovic
An Elastic Ephemeral Datastore using Cheap, Transient Cloud Resources. CoRR (2022)
Dan Graur, Damien Aymon, Dan Kluser, Tanguy Albrici, Chandramohan A. Thekkath, Ana Klimovic
Cachew: Machine Learning Input Data Processing as a Service. USENIX Annual Technical Conference (2022)
Michal Wawrzoniak, Ingo Müller, Rodrigo Bruno, Ana Klimovic, Gustavo Alonso
Short-lived Datacenter. CoRR (2022)
Heiner Litz, Javier Gonzalez, Ana Klimovic, Christos Kozyrakis
RAIL: Predictable, Low Tail Latency for NVMe Flash. ACM Trans. Storage 18 (1) (2022)
Cédric Renggli, Xiaozhe Yao, Luka Kolar, Luka Rimanic, Ana Klimovic, Ce Zhang
SHiFT: An Efficient, Flexible Search Engine for Transfer Learning. Proc. VLDB Endow. 16 (2) (2022)
Michael Kuchnik, Ana Klimovic, Jiri Simsa, Virginia Smith, George Amvrosiadis
Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines. MLSys (2022)
Cédric Renggli, Xiaozhe Yao, Luka Kolar, Luka Rimanic, Ana Klimovic, Ce Zhang
SHiFT: An Efficient, Flexible Search Engine for Transfer Learning. CoRR (2022)
Andrew Audibert, Yang Chen, Dan Graur, Ana Klimovic, Jiri Simsa, Chandramohan A. Thekkath
A case for disaggregation of ML data processing. CoRR (2022)
Jiawei Jiang, Shaoduo Gan, Yue Liu, Fanlin Wang, Gustavo Alonso, Ana Klimovic, Ankit Singla, Wentao Wu, Ce Zhang
Towards Demystifying Serverless Machine Learning Training. CoRR (2021)
Dimitrios Koutsoukos, Ingo Müller, Renato Marroquín, Ana Klimovic, Gustavo Alonso
Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms. Proc. VLDB Endow. 14 (13) (2021)
Ashraf Mahgoub, Karthick Shankar, Subrata Mitra, Ana Klimovic, Somali Chaterji, Saurabh Bagchi
SONIC: Application-aware Data Passing for Chained Serverless Applications. USENIX Annual Technical Conference (2021)
Michael Kuchnik, Ana Klimovic, Jiri Simsa, George Amvrosiadis, Virginia Smith
Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines. CoRR (2021)
Dimitrios Koutsoukos, Raghav Bhartia, Ana Klimovic, Gustavo Alonso
How to use Persistent Memory in your Database. CoRR (2021)
Derek Gordon Murray, Jiri Simsa, Ana Klimovic, Ihor Indyk
tf.data: A Machine Learning Data Processing Framework. Proc. VLDB Endow. 14 (12) (2021)
Jiawei Jiang, Shaoduo Gan, Yue Liu, Fanlin Wang, Gustavo Alonso, Ana Klimovic, Ankit Singla, Wentao Wu, Ce Zhang
Towards Demystifying Serverless Machine Learning Training. SIGMOD Conference (2021)
Derek Gordon Murray, Jiri Simsa, Ana Klimovic, Ihor Indyk
tf.data: A Machine Learning Data Processing Framework. CoRR (2021)
Ashraf Mahgoub, Alexander Medoff, Rakesh Kumar, Subrata Mitra, Ana Klimovic, Somali Chaterji, Saurabh Bagchi
OPTIMUSCLOUD: Heterogeneous Configuration Optimization for Distributed Databases in the Cloud. USENIX Annual Technical Conference (2020)
Ana Klimovic, Yawen Wang, Patrick Stuedi, Animesh Trivedi, Jonas Pfefferle, Christos Kozyrakis
Pocket: Elastic Ephemeral Storage for Serverless Analytics. login Usenix Mag. 44 (1) (2019)
Patrick Stuedi, Animesh Trivedi, Jonas Pfefferle, Ana Klimovic, Adrian Schüpbach, Bernard Metzler
Unification of Temporary Storage in the NodeKernel Architecture. USENIX Annual Technical Conference (2019)
Ana Klimovic, Yawen Wang, Patrick Stuedi, Animesh Trivedi, Jonas Pfefferle, Christos Kozyrakis
Pocket: Elastic Ephemeral Storage for Serverless Analytics. OSDI (2018)
Aleksander Maricq, Dmitry Duplyakin, Ivo Jimenez, Carlos Maltzahn, Ryan Stutsman, Robert Ricci, Ana Klimovic
Taming Performance Variability. OSDI (2018)
Ana Klimovic, Heiner Litz, Christos Kozyrakis
Selecta: Heterogeneous Cloud Storage Configuration for Data Analytics. USENIX Annual Technical Conference (2018)
Ana Klimovic, Yawen Wang, Christos Kozyrakis, Patrick Stuedi, Jonas Pfefferle, Animesh Trivedi
Understanding Ephemeral Storage for Serverless Analytics. USENIX Annual Technical Conference (2018)
Adam Belay, George Prekas, Mia Primorac, Ana Klimovic, Samuel Grossman, Christos Kozyrakis, Edouard Bugnion
Corrigendum to "The IX Operating System: Combining Low Latency, High Throughput and Efficiency in a Protected Dataplane". ACM Trans. Comput. Syst. 35 (3) (2017)
Adam Belay, George Prekas, Mia Primorac, Ana Klimovic, Samuel Grossman, Christos Kozyrakis, Edouard Bugnion
The IX Operating System: Combining Low Latency, High Throughput, and Efficiency in a Protected Dataplane. ACM Trans. Comput. Syst. 34 (4) (2017)
Sergey Legtchenko, Hugh Williams, Kaveh Razavi, Austin Donnelly, Richard Black, Andrew Douglas, Nathanael Cheriere, Daniel Fryer, Kai Mast, Angela Demke Brown, Ana Klimovic, Andy Slowey, Antony I. T. Rowstron
Understanding Rack-Scale Disaggregated Storage. HotStorage (2017)
Ana Klimovic, Heiner Litz, Christos Kozyrakis
ReFlex: Remote Flash ≈ Local Flash. ASPLOS (2017)
Ana Klimovic, Christos Kozyrakis, Eno Thereska, Binu John, Sanjeev Kumar
Flash storage disaggregation. EuroSys (2016)
Adam Belay, George Prekas, Ana Klimovic, Samuel Grossman, Christos Kozyrakis, Edouard Bugnion
IX: A Protected Dataplane Operating System for High Throughput and Low Latency. OSDI (2014)
Ana Klimovic, Jason Helge Anderson
Bitwidth-optimized hardware accelerators with software fallback. FPT (2013)