Klimovic, Ana
- tf.data: A Machine Learning Data Processing Framework
2021/01/28 by Derek G. Murray, Murray, Derek G., Jiřı Šimša +6 · 1 voice · 6 citations
Computer Science · #Advanced Data Storage Technologies #Advanced Neural Network Applications #Parallel Computing and Optimization Techniques
- The Danger of Overthinking: Examining the Reasoning-Action Dilemma in Agentic Tasks
2025/02/12 by Alejandro Cuadron, Dacheng Li, Cuadron, Alejandro +30 · 2 voices · 40 citations
Computer Science · Social Sciences · #Experimental Behavioral Economics Studies #cs.AI
- DéjàVu: KV-cache Streaming for Fast, Fault-tolerant Generative LLM Serving
2024/03/04 by Strati, Foteini, Mcallister, Sara, Phanishayee, Amar +2 · 13 citations
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- Apertus: Democratizing Open and Compliant LLMs for Global Language Environments
2025/09/17 by Project Apertus, Alejandro Hernández-Cano, Apertus, Project +203 · 4 voices · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.CL #cs.LG
- ThunderServe: High-performance and Cost-efficient LLM Serving in Cloud Environments
2025/02/13 by Youhe Jiang, Fangcheng Fu, Jiang, Youhe +11 · 10 citations
Computer Science · #IoT and Edge/Fog Computing #Cloud Computing and Resource Management #Software System Performance and Reliability
- Plumber: Diagnosing and Removing Performance Bottlenecks in Machine Learning Data Pipelines
2021/11/07 by Kuchnik, Michael, Klimovic, Ana, Simsa, Jiri +2 · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Performance (cs.PF)
- Demystifying Cost-Efficiency in LLM Serving over Heterogeneous GPUs
2025/02/02 by Jiang, Youhe, Fu, Fangcheng, Yao, Xiaozhe +6 · 8 citations
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- DeltaZip: Efficient Serving of Multiple Full-Model-Tuned LLMs
2023/12/08 by Xiaozhe Yao, Yao, Xiaozhe, Hu, Qinghao +1 · 3 citations
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Parallel #Speech Recognition and Synthesis #Topic Modeling #and Cluster Computing (cs.DC)
- SHiFT: An Efficient, Flexible Search Engine for Transfer Learning
2022/04/04 by Renggli, Cedric, Yao, Xiaozhe, Kolar, Luka +3 · 2 citations
#Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Sailor: Automating Distributed Training over Dynamic, Heterogeneous, and Geo-distributed Clusters
2025/04/23 by Foteini Strati, Zhendong Zhang, Strati, Foteini +17 · 7 citations
Computer Science · Decision Sciences · #Distributed #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Parallel #Privacy-Preserving Technologies in Data #Scientific Computing and Data Management #and Cluster Computing (cs.DC)
- Measuring GPU utilization one level deeper
2025/01/28 by Elvinger, Paul, Strati, Foteini, Jerger, Natalie Enright +1 · 1 citation
#Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)