Search Results for author: Raluca Ada Popa

Found 6 papers, 2 papers with code

LLoCO: Learning Long Contexts Offline

2 code implementations11 Apr 2024 Sijun Tan, Xiuyu Li, Shishir Patil, Ziyang Wu, Tianjun Zhang, Kurt Keutzer, Joseph E. Gonzalez, Raluca Ada Popa

We introduce LLoCO, a technique that combines context compression, retrieval, and parameter-efficient finetuning using LoRA.

4k In-Context Learning +1

GoEX: Perspectives and Designs Towards a Runtime for Autonomous LLM Applications

1 code implementation10 Apr 2024 Shishir G. Patil, Tianjun Zhang, Vivian Fang, Noppapon C., Roy Huang, Aaron Hao, Martin Casado, Joseph E. Gonzalez, Raluca Ada Popa, Ion Stoica

We believe this is critical to unlock the potential for LLM agents to interact with applications and services with limited (post-facto) human involvement.

Helen: Maliciously Secure Coopetitive Learning for Linear Models

no code implementations16 Jul 2019 Wenting Zheng, Raluca Ada Popa, Joseph E. Gonzalez, Ion Stoica

Many organizations wish to collaboratively train machine learning models on their combined datasets for a common benefit (e. g., better medical research, or fraud detection).

Fraud Detection

Cloud Programming Simplified: A Berkeley View on Serverless Computing

no code implementations9 Feb 2019 Eric Jonas, Johann Schleier-Smith, Vikram Sreekanti, Chia-Che Tsai, Anurag Khandelwal, Qifan Pu, Vaishaal Shankar, Joao Carreira, Karl Krauth, Neeraja Yadwadkar, Joseph E. Gonzalez, Raluca Ada Popa, Ion Stoica, David A. Patterson

Serverless cloud computing handles virtually all the system administration operations needed to make it easier for programmers to use the cloud.

Operating Systems

A Berkeley View of Systems Challenges for AI

no code implementations15 Dec 2017 Ion Stoica, Dawn Song, Raluca Ada Popa, David Patterson, Michael W. Mahoney, Randy Katz, Anthony D. Joseph, Michael Jordan, Joseph M. Hellerstein, Joseph E. Gonzalez, Ken Goldberg, Ali Ghodsi, David Culler, Pieter Abbeel

With the increasing commoditization of computer vision, speech recognition and machine translation systems and the widespread deployment of learning-based back-end technologies such as digital advertising and intelligent infrastructures, AI (Artificial Intelligence) has moved from research labs to production.

Machine Translation speech-recognition +1

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