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CITATION.cff
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69 lines (69 loc) · 2.18 KB
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cff-version: 1.2.0
message: "If you use this software, please cite the paper below."
title: "alphapfn: Fast Entropy Search via In-Context Learning"
abstract: >-
Lightweight package for α-PFN, a Prior-Fitted Network that amortizes
information-theoretic acquisition functions (PES, MES, JES) for
Bayesian Optimization. α-PFN replaces the slow Monte-Carlo sampling
used by classical entropy-search methods with a single transformer
forward pass.
type: software
version: 0.0.1
license: MIT
repository-code: "https://github.com/automl/AlphaPFN"
url: "https://github.com/automl/AlphaPFN"
keywords:
- bayesian-optimization
- entropy-search
- prior-fitted-networks
- pfn
- in-context-learning
- amortized-inference
- acquisition-function
authors:
- family-names: "Rakotoarison"
given-names: "Herilalaina"
email: "rakoheri@ad.helsinki.fi"
affiliation: "University of Helsinki"
- family-names: "Adriaensen"
given-names: "Steven"
email: "adriaens@cs.uni-freiburg.de"
affiliation: "University of Freiburg"
- family-names: "Viering"
given-names: "Tom"
email: "t.j.viering@tudelft.nl"
affiliation: "Delft University of Technology"
- family-names: "Hvarfner"
given-names: "Carl"
affiliation: "Meta"
- family-names: "Müller"
given-names: "Samuel"
affiliation: "Meta"
- family-names: "Hutter"
given-names: "Frank"
affiliation: "Prior Labs / ELLIS Institute Tübingen / University of Freiburg"
- family-names: "Bakshy"
given-names: "Eytan"
affiliation: "Meta"
preferred-citation:
type: conference-paper
title: "α-PFN: Fast Entropy Search via In-Context Learning"
year: 2026
url: "https://openreview.net/forum?id=7Oonij8oLU"
conference:
name: "Forty-third International Conference on Machine Learning (ICML)"
authors:
- family-names: "Rakotoarison"
given-names: "Herilalaina"
- family-names: "Adriaensen"
given-names: "Steven"
- family-names: "Viering"
given-names: "Tom"
- family-names: "Hvarfner"
given-names: "Carl"
- family-names: "Müller"
given-names: "Samuel"
- family-names: "Hutter"
given-names: "Frank"
- family-names: "Bakshy"
given-names: "Eytan"