Stanislaw K. Jastrzebski

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Papers32 papers

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Improving the Ability of Deep Neural Networks to Use Information from Multiple Views in Breast Cancer Screening

Nan Wu,Stanislaw Jastrzebski, Jungkyu Park,Linda Moy,Kyunghyun Cho,Krzysztof J. Geras

MIDL, pp.827-842, (2020)

EIBibtex

Differences between human and machine perception in medical diagnosis

Taro Makino,Stanislaw Jastrzebski, Witold Oleszkiewicz, Celin Chacko, Robin Ehrenpreis, Naziya Samreen, Chloe Chhor, Eric Kim, Jiyon Lee, Kristine Pysarenko, Beatriu Reig,Hildegard Toth

Bibtex

RetroGNN: Approximating Retrosynthesis by Graph Neural Networks for De Novo Drug Design

Cheng-Hao Liu, Maksym Korablyov,Stanisław Jastrzębski, Paweł Włodarczyk-Pruszyński,Yoshua Bengio, Marwin H. S. Segler

Bibtex

Latent Adversarial Debiasing: Mitigating Collider Bias in Deep Neural Networks

Luke Darlow,Stanisław Jastrzębski,Amos Storkey

(2020)

Bibtex

We should at least be able to Design Molecules that Dock Well

Tobiasz Cieplinski, Tomasz Danel, Sabina Podlewska,Stanislaw Jastrzebski

Bibtex

Understanding the robustness of deep neural network classifiers for breast cancer screening

Oleszkiewicz Witold, Makino Taro,Jastrzębski Stanisław, Trzciński Tomasz,Moy Linda,Cho Kyunghyun,Heacock Laura,Geras Krzysztof J.

Bibtex

Molecule Attention Transformer

Maziarka Łukasz, Danel Tomasz, Mucha Sławomir,Rataj Krzysztof,Tabor Jacek,Jastrzębski Stanisław

Bibtex

The Break-Even Point on the Optimization Trajectories of Deep Neural Networks

Stanislaw Jastrzebski, Maciej Szymczak,Stanislav Fort,Devansh Arpit,Jacek Tabor,Kyunghyun Cho,Krzysztof Geras

ICLR, (2020)

Cited by1EIBibtex

Cramer-Wold AutoEncoder

Knop Szymon,Tabor Jacek,Spurek Przemysław,Podolak Igor,Mazur Marcin,Jastrzębski Stanisław

Bibtex

Split Batch Normalization: Improving Semi-Supervised Learning under Domain Shift

Zając Michał, Żołna Konrad,Jastrzębski Stanisław

Bibtex

Neural Architecture Search Over a Graph Search Space

Jastrzębski Stanisław, de Laroussilhe Quentin,Tan Mingxing, Ma Xiao,Houlsby Neil,Gesmundo Andrea

Bibtex

Development of new methods needs proper evaluation - benchmarking sets for machine learning experiments for class A GPCRs

Damian Leśniak, Sabina Podlewska,Stanisław Jastrzębski, Igor Sieradzki,Andrzej J Bojarski,Jacek Tabor

J. Chem. Inf. Model., no. 12 (2019): 4974-4992

WOSEIBibtex

Large Scale Structure of Neural Network Loss Landscapes

Stanislav Fort,Stanislaw Jastrzebski

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), (2019): 6706-6714

Cited by8EIBibtex

On the Relation Between the Sharpest Directions of DNN Loss and the SGD Step Length

Stanisław Jastrzębski, Zachary Kenton,Nicolas Ballas,Asja Fischer,Yoshua Bengio,Amos Storkey

international conference on learning representations, (2019)

Cited by30EIBibtex

Split Batch Normalization: Improving Semi-Supervised Learning under Domain Shift

Michal Zajac,Konrad Zolna,Stanislaw Jastrzebski

arXiv: Learning, (2019)

EIBibtex

Parameter-Efficient Transfer Learning for NLP

Neil Houlsby, Andrei Giurgiu,Stanislaw Jastrzebski, Bruna Morrone, Quentin de Laroussilhe,Andrea Gesmundo, Mona Attariyan,Sylvain Gelly

International Conference on Machine Learning, (2019): 2790-2799

Cited by43EIBibtex

Non-linear ICA based on Cramer-Wold metric

Przemyslaw Spurek, Aleksandra Nowak,Jacek Tabor, Lukasz Maziarka,Stanislaw Jastrzebski

arXiv: Learning, (2019)

EIBibtex

Three Factors Influencing Minima in SGD

Stanislaw Jastrzebski, Zachary Kenton,Devansh Arpit,Nicolas Ballas,Asja Fischer,Yoshua Bengio,Amos J. Storkey

arXiv: Learning, (2018)

Cited by155EIBibtex

Residual Connections Encourage Iterative Inference

Stanislaw Jastrzebski,Devansh Arpit,Nicolas Ballas,Vikas Verma,Tong Che,Yoshua Bengio

international conference on learning representations, (2018)

Cited by32EIBibtex

Learning to Compute Word Embeddings On the Fly

Dzmitry Bahdanau, Tom Bosc,Stanislaw Jastrzebski,Edward Grefenstette,Pascal Vincent,Yoshua Bengio

arXiv: Learning, (2018)

Cited by43EIBibtex

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Stanislaw K. JastrzebskiBinding

Papers32 papers

Stanislaw K. Jastrzebski