FrugalML: How to Use ML Prediction APIs More Accurately and Cheaply

12 June 2020

Papers citing "FrugalML: How to Use ML Prediction APIs More Accurately and Cheaply"

17 / 17 papers shown

Title
Multi-Party Data Pricing for Complex Data Trading Markets: A Rubinstein Bargaining Approach Bing Mi Zhengwang Han Kongyang Chen 64 0 0 22 Feb 2025
Optimizing Model Selection for Compound AI Systems Lingjiao Chen Jared Quincy Davis Boris Hanin Peter Bailis Matei A. Zaharia James Zou Ion Stoica 126 4 0 20 Feb 2025
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 257 32 0 10 Sep 2024
MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs Quang H. Nguyen Duy C. Hoang Juliette Decugis Saurav Manchanda Nitesh Chawla Khoa D. Doan Khoa D. Doan 238 11 0 15 Jul 2024
RouteLLM: Learning to Route LLMs with Preference Data Isaac Ong Amjad Almahairi Vincent Wu Wei-Lin Chiang Tianhao Wu Joseph E. Gonzalez M. W. Kadous Ion Stoica 174 106 0 26 Jun 2024
OCCAM: Towards Cost-Efficient and Accuracy-Aware Classification Inference Dujian Ding Bicheng Xu L. Lakshmanan VLM 116 2 0 06 Jun 2024
Towards Optimizing the Costs of LLM Usage Shivanshu Shekhar Tanishq Dubey Koyel Mukherjee Apoorv Saxena Atharv Tyagi Nishanth Kotla 80 22 0 29 Jan 2024
Mondrian: Prompt Abstraction Attack Against Large Language Models for Cheaper API Pricing Waiman Si Michael Backes Yang Zhang 41 6 0 07 Aug 2023
FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance Lingjiao Chen Matei A. Zaharia James Zou LLMAG 186 251 0 09 May 2023
HAPI: A Large-scale Longitudinal Dataset of Commercial ML API Predictions Lingjiao Chen Zhihua Jin Sabri Eyuboglu Christopher Ré Matei A. Zaharia James Zou 101 9 0 18 Sep 2022
Creating Training Sets via Weak Indirect Supervision Jieyu Zhang Bohan Wang Xiangchen Song Yujing Wang Yaming Yang Jing Bai Alexander Ratner OffRL 151 17 0 07 Oct 2021
Data Pricing in Machine Learning Pipelines Zicun Cong Xuan Luo J. Pei Feida Zhu Yong Zhang 60 49 0 18 Aug 2021
Did the Model Change? Efficiently Assessing Machine Learning API Shifts Lingjiao Chen Tracy Cai Matei A. Zaharia James Zou 60 17 0 29 Jul 2021
MLDemon: Deployment Monitoring for Machine Learning Systems Antonio A. Ginart Martin Jinye Zhang James Zou 135 20 0 28 Apr 2021
Towards Unbiased and Accurate Deferral to Multiple Experts Vijay Keswani Matthew Lease K. Kenthapadi FaML 73 70 0 25 Feb 2021
Efficient Online ML API Selection for Multi-Label Classification Tasks Lingjiao Chen Matei A. Zaharia James Zou 118 19 0 18 Feb 2021
ALICE: Active Learning with Contrastive Natural Language Explanations Weixin Liang James Zou Zhou Yu VLM 110 51 0 22 Sep 2020