Approximately Correct Machine Intelligence (ACMI) Lab

All

23 repositories

local-causal-discovery
Public
Code for the paper "Local Causal Discovery for Estimating Causal Effects".
Jupyter Notebook
•2•7•0•0•Updated Apr 9, 2024Apr 9, 2024
PU_learning
Public
Code and results accompanying our paper titled Mixture Proportion Estimation and PU Learning: A Modern Approach at Neurips 2021 (Spotlight)
machine-learning unsupervised-learning domain-adaptation pu-learning deep-learning pytorch
Python
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Apache License 2.0
•4•43•1•1•Updated Mar 12, 2024Mar 12, 2024
EvaluationOverTime
Public
Python package for Evaluating Medical Datasets Over Time (EMDOT).
Python
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Apache License 2.0
•1•6•0•0•Updated Oct 13, 2023Oct 13, 2023
RLSbench
Public
Code and results accompanying our paper titled RLSbench: Domain Adaptation under Relaxed Label Shift
benchmarking machine-learning domain-adaptation distribution-shift
Python
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Apache License 2.0
•5•34•0•0•Updated Jul 19, 2023Jul 19, 2023
CHILS
Public
Code and results accompanying our paper titled CHiLS: Zero-Shot Image Classification with Hierarchical Label Sets
machine-learning hierarchical-classification
Python
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MIT License
•3•55•1•0•Updated Jun 4, 2023Jun 4, 2023
OnlineLabelShift
Public
Code accompanying our paper titled Online Label Shift: Optimal Dynamic Regret meets Practical Algorithms
machine-learning domain-adaptation distribution-shift
Python
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Apache License 2.0
•0•4•0•0•Updated Jun 1, 2023Jun 1, 2023
self-pretrain
Public
0•2•1•0•Updated May 25, 2023May 25, 2023
cmu-10721-philosophy-machine-intelligence
Public
Official repository for CMU Machine Learning Department's 10721: "Philosophical Foundations of Machine Intelligence".
22•261•0•0•Updated May 10, 2023May 10, 2023
mvp
Public
Official Repository for the paper "Model-tuning Via Prompts Makes NLP Models More Robust"
Python
•5•8•0•0•Updated Apr 24, 2023Apr 24, 2023
Missingness-Shift
Public
Code accompanying our paper "Domain Adaptation under Missingness Shift" at AISTATS 2023.
Jupyter Notebook
•0•1•0•0•Updated Apr 19, 2023Apr 19, 2023
imp-regularizers
Public
Official implementation for the ICLR 2023 paper: Disentangling the Mechanisms Behind Implicit Regularization in SGD.
Python
•0•2•0•0•Updated Mar 2, 2023Mar 2, 2023
Latent-Label-Shift-DDFA
Public
Code and results accompanying our paper titled Unsupervised Learning under Latent Label Shift at NeurIPS 2022
Python
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Other
•0•1•0•0•Updated Feb 9, 2023Feb 9, 2023
cmu-10732-robustness-adaptivity-shift
Public
Official repository for CMU Machine Learning Department's 10732: Robustness and Adaptivity in Shifting Environments
2•73•1•0•Updated Dec 5, 2022Dec 5, 2022
Open-Set-Label-Shift
Public
Code and results accompanying our paper titled Domain Adaptation under Open Set Label Shift
Python
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Apache License 2.0
•2•31•1•0•Updated Nov 22, 2022Nov 22, 2022
RATT_generalization_bound
Public
Code and results accompanying our paper titled RATT: Leveraging Unlabeled Data to guarantee generalization at ICML 2021 (Long Talk)
generalization generalization-error machine-learning deep-learning
Python
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Apache License 2.0
•0•7•0•0•Updated Aug 17, 2022Aug 17, 2022
cmu-10717-the-art-of-the-paper
Public
Official repository for CMU Machine Learning Department's 10717: "The Art of the Paper".
10•286•1•0•Updated Apr 21, 2022Apr 21, 2022
10732-robustness-adaptation-distribution-shift
Public
0•3•0•0•Updated Apr 18, 2022Apr 18, 2022
papers-worth-reading
Public
A Curated Set of Papers Actually Worth Reading
2•26•0•0•Updated Jan 7, 2022Jan 7, 2022
online-moment-selection
Public
Code for the paper "Efficient Online Estimation of Causal Effects by Deciding What to Observe".
Jupyter Notebook
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Apache License 2.0
•0•7•0•0•Updated Nov 17, 2021Nov 17, 2021
modular-summarization
Public
code for modular summarization work published in ACL2021 by Krishna et al
Python
•4•30•2•0•Updated Nov 4, 2021Nov 4, 2021
pretraining-with-nonsense
Public
Pretraining summarization models using a corpus of nonsense
Python
•0•13•0•0•Updated Sep 28, 2021Sep 28, 2021
superheroes-deep-learning
Public
Thrilling tales of heroic feats by ML's larger-than-life champions.
21•186•0•0•Updated Aug 9, 2021Aug 9, 2021
counterfactually-augmented-data
Public
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data
Apache License 2.0
•13•169•2•0•Updated Apr 26, 2021Apr 26, 2021