Siddharth Biswal

5 papers · 2019–2022 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird

Venues

MLHC (3) AAAI (2)

Top co-authors

Jimeng Sun (5) Cao Xiao (4) Lucas M. Glass (2) M. Brandon Westover (1) Ayis Pyrros (1) Peiye Zhuang (1) Limeng Cui (1) Bradley Malin (1) Nasir Siddiqui (1) Sanmi Koyejo (1)

Research topics

Deep Learning (5) Machine Learning (5) Core Methods (3) Models (3) Healthcare & Medicine (2) Application Areas (2) Clinical (2) Learning Types · Deep Learning (2) Learning Types · Machine Learning (2) Computer Vision (1) Architectures (1) Domain-Specific (1) Generation (1)

Keywords

attention mechanism (2) generative adversarial network (2) electronic health record (2) data augmentation (1) text generation (1) multimodal learning (1) adversarial training (1) synthetic data generation (1) markov chain monte carlo (1) max-margin classification (1) convolutional neural network (1) long short-term memory (1) recurrent neural network (1) variational autoencoder (1) hierarchical embedding (1) imbalanced learning (1) healthcare data (1) amortized variational inference (1) report generation (1) clinical trial recruitment (1)

Papers

EMIXER: End-to-end Multimodal X-ray Generation via Self-supervision MLHC 2022 EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders MLHC 2021 CONAN: Complementary Pattern Augmentation for Rare Disease Detection AAAI 2020 Doctor2Vec: Dynamic Doctor Representation Learning for Clinical Trial Recruitment AAAI 2020 EEGtoText: Learning to Write Medical Reports from EEG Recordings MLHC 2019