Helen Qu

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Bio

I work on robust machine learning and its applications to cosmology and time domain astrophysics. I am particularly interested in developing deep learning methods with large-scale astronomical survey data applications in mind.

Research Interests

Papers共 19 篇Author StatisticsCo-AuthorSimilar Experts

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The Dark Energy Survey Supernova Program: Investigating Beyond-ΛCDM

R. Camilleri,T. M. Davis,M. Vincenzi,P. Shah,J. Frieman,R. Kessler,P. Armstrong,D. Brout,A. Carr,R. Chen,L. Galbany,K. Glazebrook,S. R. Hinton,J. Lee,C. Lidman,A. Moller,B. Popovic,H. Qu,M. Sako,D. Scolnic,M. Smith,M. Sullivan,B. O. Sanchez,G. Taylor,M. Toy,P. Wiseman,T. M. C. Abbott,M. Aguena,S. Allam,O. Alves,J. Annis,S. Avila,D. Bacon,E. Bertin,S. Bocquet,D. Brooks,D. L. Burke,A. Carnero Rosell,J. Carretero,F. J. Castander,L. N. da Costa,M. E. S. Pereira,S. Desai,H. T. Diehl, P. Doel,C. Doux,S. Everett,I Ferrero,B. Flaugher,P. Fosalba,J. Garcia-Bellido,M. Gatti,E. Gaztanaga,G. Giannini,D. Gruen,D. L. Hollowood,K. Honscheid,D. J. James,K. Kuehn,O. Lahav,S. Lee,G. F. Lewis,J. L. Marshall,J. Mena-Fernandez,R. Miquel,J. Muir,J. Myles,R. L. C. Ogando,A. Pieres,A. A. Plazas Malagon,A. Porredon, M. Rodriguez-Monroy,E. Sanchez, D. Sanchez Cid,M. Schubnell,I Sevilla-Noarbe,E. Suchyta,M. E. C. Swanson,G. Tarle,A. R. Walker,N. Weaverdyck

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETYno. 3 (2024): 2615-2639

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Connect Later: Improving Fine-tuning for Robustness with Targeted Augmentations

Helen Qu,Sang Michael Xie

ICML（2024）

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The Dark Energy Survey Supernova Program: Cosmological Biases from Supernova Photometric Classification

ASTROPHYSICAL JOURNALno. 2 (2024)

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The FIX Benchmark: Extracting Features Interpretable to Experts

Helen Jin,Shreya Havaldar, Chaehyeon Kim,Anton Xue,Weiqiu You,Helen Qu,Marco Gatti, Daniel A Hashimoto, Bhuvnesh Jain, Amin Madani,Masao Sako,Lyle Ungar,Eric Wong

arxiv（2024）

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The Dark Energy Survey Supernova Program: Corrections on Photometry Due to Wavelength-Dependent Atmospheric Effects

The Astronomical journalno. 6 (2023): 222-222

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Probing the consistency of cosmological contours for supernova cosmology

P. Armstrong,H. Qu,D. Brout,T. M. Davis,R. Kessler,A. G. Kim,C. Lidman,M. Sako,B. E. Tucker

PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF AUSTRALIA (2023)

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What's the Difference? The Potential for Convolutional Neural Networks for Transient Detection without Template Subtraction

Tatiana Acero-Cuellar,Federica Bianco,Gregory Dobler,Masao Sako,Helen Qu

ASTRONOMICAL JOURNALno. 3 (2023): 115-115

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Sum-of-Parts Models: Faithful Attributions for Groups of Features

Weiqiu You,Helen Qu,Marco Gatti,Bhuvnesh Jain,Eric Wong

arXivorg (2023)

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Transformers for Scientific Data: a Pedagogical Review for Astronomers

Dimitrios Tanoglidis,Bhuvnesh Jain,Helen Qu

arXiv (Cornell University) (2023)

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Photo-zSNthesis: Converting Type Ia Supernova Lightcurves to Redshift Estimates Via Deep Learning

Helen Qu,Masao Sako

ASTROPHYSICAL JOURNALno. 2 (2023)

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Research Fellow

Papers共 19 篇Author StatisticsCo-AuthorSimilar Experts