Helen Qu

According to our database, Helen Qu authored at least 15 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Representation Learning for Spatiotemporal Physical Systems.

Helen Qu, Rudy Morel, Michael McCabe, Alberto Bietti, François Lanusse, Shirley Ho, Yann LeCun

CoRR, March, 2026

2025

Predicting partially observable dynamical systems via diffusion models with a multiscale inference scheme.

Rudy Morel, Francesco Pio Ramunno, Jeff Shen, Alberto Bietti, Kyunghyun Cho, Miles D. Cranmer, Siavash Golkar, Olexandr Gugnin, Géraud Krawezik, Tanya Marwah, Michael McCabe, Lucas Meyer, Payel Mukhopadhyay, Ruben Ohana, Liam Holden Parker, Helen Qu, François Rozet, K. D. Leka, François Lanusse, David Fouhey, Shirley Ho

CoRR, November, 2025

T-FIX: Text-Based Explanations with Features Interpretable to eXperts.

Shreya Havaldar, Helen Jin, Chaehyeon Kim, Anton Xue, Weiqiu You, Marco Gatti, Bhuvnesh Jain, Helen Qu, Daniel A. Hashimoto, Amin Madani, Rajat Deo, Sameed Ahmed M. Khatana, Gary E. Weissman, Lyle H. Ungar, Eric Wong

CoRR, November, 2025

Multimodal Datasets with Controllable Mutual Information.

Raheem Karim Hashmani, Garrett W. Merz, Helen Qu, Mariel Pettee, Kyle Cranmer

CoRR, October, 2025

Universal Spectral Tokenization via Self-Supervised Panchromatic Representation Learning.

Jeff Shen, François Lanusse, Liam Holden Parker, Ollie Liu, Tom Hehir, Leopoldo Sarra, Lucas Meyer, Micah Bowles, Sebastian Wagner-Carena, Helen Qu, Siavash Golkar, Alberto Bietti, Hatim Bourfoune, Nathan Cassereau, Pierre Cornette, Keiya Hirashima, Géraud Krawezik, Ruben Ohana, Nicholas Lourie, Michael McCabe, Rudy Morel, Payel Mukhopadhyay, Mariel Pettee, Bruno Régaldo-Saint Blancard, Kyunghyun Cho, Miles D. Cranmer, Shirley Ho

CoRR, October, 2025

Impact of Pretraining Word Co-occurrence on Compositional Generalization in Multimodal Models.

Helen Qu, Sang Michael Xie

CoRR, July, 2025

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 H. Ungar, Eric Wong

J. Data-centric Mach. Learn. Res., 2025

Sum-of-Parts: Self-Attributing Neural Networks with End-to-End Learning of Feature Groups.

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

Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024

The Multimodal Universe: Enabling Large-Scale Machine Learning with 100 TB of Astronomical Scientific Data.

Eirini Angeloudi, Jeroen Audenaert, Micah Bowles, Benjamin M. Boyd, David Chemaly, Brian Cherinka, Ioana Ciuca, Miles D. Cranmer, Aaron Do, Matthew Grayling, Erin E. Hayes, Tom Hehir, Shirley Ho, Marc Huertas-Company, Kartheik Iyer, Maja Jablonska, François Lanusse, Henry Leung, Kaisey Mandel, Rafael Martínez-Galarza, Peter Melchior, Lucas Meyer, Liam Holden Parker, Helen Qu, Jeff Shen, Michael J. Smith, Connor Stone, Mike Walmsley, John F. Wu

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

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

Helen Qu, Sang Michael Xie

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

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

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

CoRR, 2023

Transformers for scientific data: a pedagogical review for astronomers.

Dimitrios Tanoglidis, Bhuvnesh Jain, Helen Qu

CoRR, 2023

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

Helen Qu, Masao Sako

CoRR, 2023

2022

A Convolutional Neural Network Approach to Supernova Time-Series Classification.

Helen Qu, Masao Sako, Anais Möller, Cyrille Doux

CoRR, 2022

There's no difference: Convolutional Neural Networks for transient detection without template subtraction.

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

CoRR, 2022