Argonne National Laboratory

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https://www.anl.gov/

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AI & ML interests

Disclaimer: This repository is for ANL researchers. The models and files are experimental, ongoing, and not production-ready. They may have inaccuracies, incomplete features, or unstable behavior. Use at your own discretion.

memani

authored 2 papers 7 months ago

DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies

Paper • 2310.04610 • Published Oct 6, 2023 • 1

Making Machine Learning Datasets and Models FAIR for HPC: A Methodology and Case Study

Paper • 2211.02092 • Published Nov 3, 2022

robertu94

authored 2 papers 8 months ago

LSHBloom: Memory-efficient, Extreme-scale Document Deduplication

Paper • 2411.04257 • Published Nov 6, 2024

Understanding The Effectiveness of Lossy Compression in Machine Learning Training Sets

Paper • 2403.15953 • Published Mar 23, 2024

krishnateja95

authored a paper 10 months ago

A Survey of Techniques for Optimizing Transformer Inference

Paper • 2307.07982 • Published Jul 16, 2023

danielz01

authored 3 papers over 1 year ago

Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression

Paper • 2403.15447 • Published Mar 18, 2024 • 16

Good at captioning, bad at counting: Benchmarking GPT-4V on Earth observation data

Paper • 2401.17600 • Published Jan 31, 2024

DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer

Paper • 2312.03724 • Published Nov 27, 2023 • 1

brettin

authored a paper over 1 year ago

Scalable Reinforcement-Learning-Based Neural Architecture Search for Cancer Deep Learning Research

Paper • 1909.00311 • Published Sep 1, 2019

samforeman

authored 3 papers over 1 year ago

Lattice QCD and Particle Physics

Paper • 2207.07641 • Published Jul 15, 2022 • 1

Applications of Machine Learning to Lattice Quantum Field Theory

Paper • 2202.05838 • Published Feb 10, 2022 • 1

DeepSpeed4Science Initiative: Enabling Large-Scale Scientific Discovery through Sophisticated AI System Technologies

Paper • 2310.04610 • Published Oct 6, 2023 • 1

samforeman

posted an update over 1 year ago

Post

👋 I'm Sam

I use ML and HPC to accelerate scientific discovery @ Argonne National Laboratory*

https://samforeman.me
https://twitter.com/saforem2
https://github.com/saforem2

* https://alcf.anl.gov/about/people/sam-foreman

samforeman

authored 4 papers over 1 year ago

Deep Learning Hamiltonian Monte Carlo

Paper • 2105.03418 • Published May 7, 2021

HMC with Normalizing Flows

Paper • 2112.01586 • Published Dec 2, 2021

LeapfrogLayers: A Trainable Framework for Effective Topological Sampling

Paper • 2112.01582 • Published Dec 2, 2021

A Comprehensive Performance Study of Large Language Models on Novel AI Accelerators

Paper • 2310.04607 • Published Oct 6, 2023

Deema

authored a paper over 1 year ago

CIDAR: Culturally Relevant Instruction Dataset For Arabic

Paper • 2402.03177 • Published Feb 5, 2024 • 7

rsthakur

authored a paper over 1 year ago

A Comprehensive Performance Study of Large Language Models on Novel AI Accelerators

Paper • 2310.04607 • Published Oct 6, 2023

samforeman

authored a paper over 1 year ago

MLMC: Machine Learning Monte Carlo for Lattice Gauge Theory

Paper • 2312.08936 • Published Dec 14, 2023