SC
Sumit Chopra
cs.CLcs.LGcs.CVcs.AIeess.IVMagnetic Resonance Imagingdeep learningDeep LearningProstatic Neoplasmsstat.ML
On Valency
published · living versionsW_3p4mg6bx·v1 · currentpublished
Sequence Level Training with Recurrent Neural Networks
with Marc'Aurelio Ranzato, Michael Auli, Wojciech Zaremba
1 version
Preprints & journals
43 papers in the corpus · 2014–2026Artificial Intelligence-Enabled Precision Education: A Novel Tool to Augment Radiology Residency Training.42686494 · Prabhu, Vinay, Young, Matthew G, Verdone, Antonio et al.2026 · 0 citationsAcademic radiology. 2026
L-TGVN: Leveraging Longitudinal Priors for Personalized Rapid MRI.42282053 · Atalık, Arda, Chopra, Sumit, Sodickson, Daniel K2026 · 0 citationsArXiv. 2026
MJEPA: A Simple and Scalable Joint-Embedding Predictive Architecture for Audio-Visual Learning2606.25225v1 · Revant Teotia, Adrien Bardes, Michael Rabbat et al.2026 · 0 citationsarXiv
L-TGVN: Leveraging Longitudinal Priors for Personalized Rapid MRI2606.04419v1 · Arda Atal\ik, Sumit Chopra, Daniel K. Sodickson2026 · 0 citationsarXiv
FastMRI Prostate: A Publicly Available, Biparametric MRI Dataset to Advance Machine Learning for Prostate Cancer Imaging.37131871 · Tibrewala, Radhika, Dutt, Tarun, Tong, Angela et al.2026 · 7 citationsArXiv. 2023
Characterizing the Predictive Impact of Modalities with Supervised Latent-Variable Modeling2602.16979v1 · Divyam Madaan, Sumit Chopra, Kyunghyun Cho2026 · 0 citationsarXiv
A Trust-Guided Approach to MR Image Reconstruction With Side Information.40742840 · Atalik, Arda, Chopra, Sumit, Sodickson, Daniel K2026 · 9 citationsIEEE transactions on medical imaging. 2026;45(1):190-205
Leveraging Representation Learning for Bi-parametric Prostate MRI to Disambiguate PI-RADS 3 and Improve Biopsy Decision Strategies.40586610 · Umapathy, Lavanya, Johnson, Patricia M, Dutt, Tarun et al.2026 · 2 citationsInvestigative radiology. 2026;61(2):127-135
Temporal Generalization: A Reality Check2509.23487v1 · Divyam Madaan, Sumit Chopra, Kyunghyun Cho2025 · 0 citationsarXiv
Prostate Cancer Risk Stratification and Scan Tailoring Using Deep Learning on Abbreviated Prostate MRI.40259798 · Johnson, Patricia M, Dutt, Tarun, Ginocchio, Luke A et al.2025 · 14 citationsJournal of magnetic resonance imaging : JMRI. 2025;62(3):858-866
Accelerating multi-coil MR image reconstruction using weak supervision.39382814 · Atalık, Arda, Chopra, Sumit, Sodickson, Daniel K2025 · 0 citationsMagma (New York, N.Y.). 2025;38(1):37-51
DIMCIM: A Quantitative Evaluation Framework for Default-mode Diversity and Generalization in Text-to-Image Generative Models2506.05108v1 · Revant Teotia, Candace Ross, Karen Ullrich et al.2025 · 1 citationarXiv
A Trust-Guided Approach to MR Image Reconstruction with Side Information2501.03021v2 · Arda Atal\ik, Sumit Chopra, Daniel K. Sodickson2025 · 9 citationsarXiv
HIST-AID: Leveraging Historical Patient Reports for Enhanced Multi-Modal Automatic Diagnosis2411.10684v1 · Haoxu Huang, Cem M. Deniz, Kyunghyun Cho et al.2024 · 0 citationsPMLR 259(2025):502-523
Jointly Modeling Inter- & Intra-Modality Dependencies for Multi-modal Learning2405.17613v2 · Divyam Madaan, Taro Makino, Sumit Chopra et al.2024 · 2 citationsarXiv
Fine-Tuning In-House Large Language Models to Infer Differential Diagnosis from Radiology Reports2410.09234v1 · Luoyao Chen, Revant Teotia, Antonio Verdone et al.2024 · 0 citationsarXiv
BURExtract-Llama: An LLM for Clinical Concept Extraction in Breast Ultrasound Reports2408.11334v1 · Yuxuan Chen, Haoyan Yang, Hengkai Pan et al.2024 · 11 citationsarXiv
A training regime to learn unified representations from complementary breast imaging modalities2408.08560v1 · Umang Sharma, Jungkyu Park, Laura Heacock et al.2024 · 0 citationsarXiv
Radiology Reports Improve Visual Representations Learned from Radiographs.38988725 · Huang, Haoxu, Rawlekar, Samyak, Chopra, Sumit et al.2024 · 0 citationsProceedings of machine learning research. 2023;227:1385-1405
Adaptive Sampling of k-Space in Magnetic Resonance for Rapid Pathology Prediction2406.04318v1 · Chen-Yu Yen, Raghav Singhal, Umang Sharma et al.2024 · 2 citationsarXiv
Predicting Risk of Alzheimer's Diseases and Related Dementias with AI Foundation Model on Electronic Health Records10.1101/2024.04.26.24306180v1 · Zhu, W., Tang, H., Zhang, H. et al.2024 · 9 citationsmedRxiv
FastMRI Prostate: A public, biparametric MRI dataset to advance machine learning for prostate cancer imaging.38643291 · Tibrewala, Radhika, Dutt, Tarun, Tong, Angela et al.2024 · 33 citationsScientific data. 2024;11(1):404
On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis2306.13276v1 · Divyam Madaan, Daniel Sodickson, Kyunghyun Cho et al.2023 · 0 citationsarXiv
Pancreatic Cystic Lesions: Next Generation of Radiologic Assessment.37245934 · Huang, Chenchan, Chopra, Sumit, Bolan, Candice W et al.2023 · 6 citationsGastrointestinal endoscopy clinics of North America. 2023;33(3):533-546
FastMRI Prostate: A Publicly Available, Biparametric MRI Dataset to Advance Machine Learning for Prostate Cancer Imaging2304.09254v1 · Radhika Tibrewala, Tarun Dutt, Angela Tong et al.2023 · 7 citationsarXiv
On the Feasibility of Machine Learning Augmented Magnetic Resonance for Point-of-Care Identification of Disease2301.11962v2 · Raghav Singhal, Mukund Sudarshan, Anish Mahishi et al.2023 · 1 citationarXiv
A No-Math Primer on the Principles of Machine Learning for Radiologists.35339253 · Lee, Matthew D, Elsayed, Mohammed, Chopra, Sumit et al.2022 · 3 citationsSeminars in ultrasound, CT, and MR. 2022;43(2):133-141
Deep neural network improves fracture detection by clinicians.30348771 · Lindsey, Robert, Daluiski, Aaron, Chopra, Sumit et al.2019 · 650 citationsProceedings of the National Academy of Sciences of the United States of America. 2018;115(45):11591-11596
Generative Image Translation for Data Augmentation of Bone Lesion Pathology1902.02248v1 · Anant Gupta, Srivas Venkatesh, Sumit Chopra et al.2019 · 31 citationsarXiv
StarSpace: Embed All The Things!1709.03856v5 · Ledell Wu, Adam Fisch, Sumit Chopra et al.2017 · 197 citationsarXiv
Training Language Models Using Target-Propagation1702.04770v1 · Sam Wiseman, Sumit Chopra, Marc'Aurelio Ranzato et al.2017 · 8 citationsarXiv
Learning through Dialogue Interactions by Asking Questions1612.04936v4 · Jiwei Li, Alexander H. Miller, Sumit Chopra et al.2016 · 82 citationsarXiv
Dialogue Learning With Human-In-The-Loop1611.09823v3 · Jiwei Li, Alexander H. Miller, Sumit Chopra et al.2016 · 46 citationsarXiv
Sequence Level Training with Recurrent Neural Networks1511.06732v7 · Marc'Aurelio Ranzato, Sumit Chopra, Michael Auli et al.2015 · 1,365 citationsarXivon Valency
Video (language) modeling: a baseline for generative models of natural videos1412.6604v5 · MarcAurelio Ranzato, Arthur Szlam, Joan Bruna et al.2014 · 296 citationsarXiv
Evaluating Prerequisite Qualities for Learning End-to-End Dialog Systems1511.06931v6 · Jesse Dodge, Andreea Gane, Xiang Zhang et al.2015 · 59 citationsarXiv
The Goldilocks Principle: Reading Children's Books with Explicit Memory Representations1511.02301v4 · Felix Hill, Antoine Bordes, Sumit Chopra et al.2015 · 530 citationsarXivon Valency
Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks1502.05698v10 · Jason Weston, Antoine Bordes, Sumit Chopra et al.2015 · 181 citationsarXiv
Memory Networks1410.3916v11 · Jason Weston, Sumit Chopra, Antoine Bordes2014 · 16 citationsarXiv
A Neural Attention Model for Abstractive Sentence Summarization1509.00685v2 · Alexander M. Rush, Sumit Chopra, Jason Weston2015 · 2,858 citationsarXiv
Large-scale Simple Question Answering with Memory Networks1506.02075v1 · Antoine Bordes, Nicolas Usunier, Sumit Chopra et al.2015 · 561 citationsarXivon Valency
Question Answering with Subgraph Embeddings1406.3676v3 · Antoine Bordes, Sumit Chopra, Jason Weston2014 · 748 citationsarXiv
Career total: 90 works. 43 are in this corpus.Showing the 42 most recent.
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