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Nathaniel Diamant
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2020 – today
- 2025
- [j4]Samuel F. Friedman
, Shaan Khurshid
, Rachael A. Venn, Xin Wang, Nathaniel Diamant, Paolo Di Achille
, Lu-Chen Weng
, Seung Hoan Choi
, Christopher Reeder
, James P. Pirruccello
, Pulkit Singh
, Emily S. Lau
, Anthony A. Philippakis
, Christopher D. Anderson, Mahnaz Maddah
, Puneet Batra, Patrick T. Ellinor
, Jennifer E. Ho
, Steven A. Lubitz
:
Unsupervised deep learning of electrocardiograms enables scalable human disease profiling. npj Digit. Medicine 8(1) (2025) - 2024
- [c3]Nathaniel Diamant, Ehsan Hajiramezanali, Tommaso Biancalani, Gabriele Scalia:
Conformalized Deep Splines for Optimal and Efficient Prediction Sets. AISTATS 2024: 1657-1665 - [c2]Masatoshi Uehara, Yulai Zhao, Kevin Black, Ehsan Hajiramezanali, Gabriele Scalia, Nathaniel Lee Diamant, Alex M. Tseng, Sergey Levine, Tommaso Biancalani:
Feedback Efficient Online Fine-Tuning of Diffusion Models. ICML 2024 - [i10]Masatoshi Uehara, Yulai Zhao, Kevin Black, Ehsan Hajiramezanali, Gabriele Scalia, Nathaniel Lee Diamant, Alex M. Tseng, Tommaso Biancalani, Sergey Levine:
Fine-Tuning of Continuous-Time Diffusion Models as Entropy-Regularized Control. CoRR abs/2402.15194 (2024) - [i9]Masatoshi Uehara, Yulai Zhao, Kevin Black, Ehsan Hajiramezanali, Gabriele Scalia, Nathaniel Lee Diamant, Alex M. Tseng, Sergey Levine, Tommaso Biancalani:
Feedback Efficient Online Fine-Tuning of Diffusion Models. CoRR abs/2402.16359 (2024) - 2023
- [c1]Nathaniel Lee Diamant, Alex M. Tseng, Kangway V. Chuang, Tommaso Biancalani, Gabriele Scalia:
Improving Graph Generation by Restricting Graph Bandwidth. ICML 2023: 7939-7959 - [i8]Nathaniel Diamant, Alex M. Tseng, Kangway V. Chuang, Tommaso Biancalani, Gabriele Scalia:
Improving Graph Generation by Restricting Graph Bandwidth. CoRR abs/2301.10857 (2023) - [i7]Alex M. Tseng, Nathaniel Diamant, Tommaso Biancalani, Gabriele Scalia:
GraphGUIDE: interpretable and controllable conditional graph generation with discrete Bernoulli diffusion. CoRR abs/2302.03790 (2023) - [i6]Colin A. Grambow, Hayley Weir, Nathaniel L. Diamant, Alex M. Tseng, Tommaso Biancalani, Gabriele Scalia, Kangway V. Chuang:
RINGER: Rapid Conformer Generation for Macrocycles with Sequence-Conditioned Internal Coordinate Diffusion. CoRR abs/2305.19800 (2023) - [i5]Alex M. Tseng, Nathaniel Diamant, Tommaso Biancalani, Gabriele Scalia:
Complex Preferences for Different Convergent Priors in Discrete Graph Diffusion. CoRR abs/2306.02957 (2023) - [i4]Nathaniel Diamant, Ehsan Hajiramezanali, Tommaso Biancalani, Gabriele Scalia:
Conformalized Deep Splines for Optimal and Efficient Prediction Sets. CoRR abs/2311.00774 (2023) - 2022
- [j3]Shaan Khurshid, Christopher Reeder, Lia X. Harrington, Pulkit Singh, Gopal Sarma, Samuel F. Friedman, Paolo Di Achille
, Nathaniel Diamant
, Jonathan W. Cunningham
, Ashby C. Turner, Emily S. Lau, Julian S. Haimovich, Mostafa A. Al-Alusi, Xin Wang
, Marcus D. R. Klarqvist
, Jeffrey M. Ashburner, Christian Diedrich, Mercedeh Ghadessi, Johanna Mielke, Hanna M. Eilken, Alice McElhinney, Andrea Derix, Steven J. Atlas, Patrick T. Ellinor
, Anthony A. Philippakis, Christopher D. Anderson, Jennifer E. Ho
, Puneet Batra
, Steven A. Lubitz
:
Cohort design and natural language processing to reduce bias in electronic health records research. npj Digit. Medicine 5 (2022) - [j2]Marcus D. R. Klarqvist
, Saaket Agrawal
, Nathaniel Diamant
, Patrick T. Ellinor, Anthony Philippakis, Kenney Ng
, Puneet Batra
, Amit V. Khera
:
Silhouette images enable estimation of body fat distribution and associated cardiometabolic risk. npj Digit. Medicine 5 (2022) - [j1]Nathaniel Diamant
, Erik Reinertsen
, Steven Song
, Aaron D. Aguirre
, Collin M. Stultz, Puneet Batra
:
Patient contrastive learning: A performant, expressive, and practical approach to electrocardiogram modeling. PLoS Comput. Biol. 18(2) (2022) - [i3]Max W. Shen, Ehsan Hajiramezanali, Gabriele Scalia, Alex M. Tseng, Nathaniel Diamant, Tommaso Biancalani, Andreas Loukas:
Conditional Diffusion with Less Explicit Guidance via Model Predictive Control. CoRR abs/2210.12192 (2022) - [i2]Austin Atsango, Nathaniel L. Diamant, Ziqing Lu, Tommaso Biancalani, Gabriele Scalia, Kangway V. Chuang:
A 3D-Shape Similarity-based Contrastive Approach to Molecular Representation Learning. CoRR abs/2211.02130 (2022) - 2021
- [i1]Nathaniel Diamant, Erik Reinertsen, Steven Song, Aaron D. Aguirre, Collin M. Stultz, Puneet Batra:
Patient Contrastive Learning: a Performant, Expressive, and Practical Approach to ECG Modeling. CoRR abs/2104.04569 (2021)
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