Alexander A. Alemi - AI Profile

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Papers41 papers

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Neural Tangents - Fast and Easy Infinite Neural Networks in Python

Roman Novak,Lechao Xiao, Jiri Hron,Jaehoon Lee,Alexander A. Alemi,Jascha Sohl-Dickstein,Samuel S. Schoenholz

ICLR, (2020)

EIBibtex

PAC$^m$-Bayes: Narrowing the Empirical Risk Gap in the Misspecified Bayesian Regime

Warren R. Morningstar,Alexander A. Alemi, Joshua V. Dillon

Bibtex

VIB is Half Bayes

Alexander A Alemi, Warren R Morningstar,Ben Poole,Ian Fischer, Joshua V Dillon

Third Symposium on Advances in Approximate Bayesian Inference, (2020)

Bibtex

Density of States Estimation for Out-of-Distribution Detection

Morningstar Warren R., Ham Cusuh, Gallagher Andrew G.,Lakshminarayanan Balaji,Alemi Alexander A., Dillon Joshua V.

Bibtex

The OpenKIM Processing Pipeline: A Cloud-Based Automatic Materials Property Computation Engine

Karls Daniel S.,Bierbaum Matthew,Alemi Alexander A.,Elliott Ryan S.,Sethna James P.,Tadmor Ellad B.

Journal of Chemical Physics, no. 6 (2020): 0014267

Bibtex

CEB Improves Model Robustness

Fischer Ian,Alemi Alexander A.

Entropy, no. 10 (2020): 1081

WOSEIBibtex

WAIC, but Why? Generative Ensembles for Robust Anomaly Detection

Hyunsun Choi,Eric Jang,Alexander A. Alemi

arXiv: Machine Learning, (2019)

Cited by3Bibtex

GILBO: One Metric to Measure Them All

Alexander A. Alemi,Ian Fischer

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018), (2019): 7037-7046

Cited by8EIBibtex

On Predictive Information Sub-optimality of RNNs

Dong Zhe, Oktay Deniz,Poole Ben,Alemi Alexander A.

Bibtex

On Variational Bounds of Mutual Information

Ben Poole,Sherjil Ozair, Aäron van den Oord,Alexander A. Alemi,George Tucker

international conference on machine learning, (2019)

Cited by139EIBibtex

Dueling Decoders: Regularizing Variational Autoencoder Latent Spaces

Bryan Seybold, Emily Fertig,Alex Alemi,Ian Fischer

arXiv: Learning, (2019)

EIBibtex

On the Use of ArXiv as a Dataset

Colin B. Clement,Matthew Bierbaum, Kevin P. O'Keeffe,Alexander A. Alemi

arXiv: Information Retrieval, (2019)

EIBibtex

Deep Variational Information Bottleneck

Alexander A. Alemi,Ian Fischer, Joshua V. Dillon,Kevin Murphy

international conference on learning representations, (2019)

Cited by543EIBibtex

TherML: The Thermodynamics of Machine Learning

Alexander A. Alemi,Ian Fischer

arXiv: Learning, (2018)

Bibtex

An Information-Theoretic Analysis of Deep Latent-Variable Models

Alexander A. Alemi,Ben Poole,Ian Fischer, Joshua V. Dillon, Rif A. Saurous,Kevin Murphy

arXiv: Learning, (2018)

Cited by42EIBibtex

Watch Your Step - Learning Node Embeddings via Graph Attention

Sami Abu-El-Haija,Bryan Perozzi,Rami Al-Rfou',Alexander A. Alemi

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018), (2018): 9198-9208

Cited by114EIBibtex

Canonical Sectors and Evolution of Firms in the US Stock Markets

Lorien X Hayden,Ricky Chachra,Alexander A Alemi,Paul Ginsparg,James P Sethna

(2018)

Bibtex

Fixing a Broken ELBO

Alexander A. Alemi,Ben Poole,Ian Fischer, Joshua V. Dillon, Rif A. Saurous,Kevin Murphy

ICML, pp.159-168, (2018)

Cited by240EIBibtex

TherML: Thermodynamics of Machine Learning

Alexander A. Alemi,Ian Fischer

CoRR, (2018)

Cited by10EIBibtex

Uncertainty in the Variational Information Bottleneck

Alexander A. Alemi,Ian Fischer, Joshua V. Dillon

arXiv: Learning, (2018)

Cited by30EIBibtex

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