This schedule is subject to change. All times are in EDT.
Time (EDT) |
Type |
Title |
Speaker |
Moderator |
|
12:00 - 12:10 PM |
Opening |
Welcome and Opening Remarks
|
Tristan Naumann |
-- |
Livestream
|
12:10 - 1:10 PM |
Tutorial |
Changing patient trajectory: A case study exploring implementation and deployment of clinical machine learning models
|
Yindalon Aphinyanaphongs |
Bobak Mortazavi |
Zoom
|
12:10 - 1:10 PM |
Tutorial |
Causal Inference from text data
|
Dhanya Sridhar |
Harvineet Singh |
Zoom
|
12:10 - 1:10 PM |
Tutorial |
'Are log scales endemic yet?' Strategies for visualizing biomedical and public health data
|
Anamaria Crisan |
Jesse Gronsbell |
Zoom
|
1:10 - 1:30 PM |
Keynote |
Algorithmic fairness and the science of health disparities
|
Rumi Chunara |
-- |
Livestream
|
1:30 - 1:50 PM |
Keynote |
Data science against COVID-19
|
Nuria Oliver |
-- |
Livestream
|
1:50 - 2:10 PM |
Q&A |
Panel Q&A with Rumi Chunara and Nuria Oliver
|
|
Matthew McDermott |
Livestream
|
2:10 PM |
Spotlight 06 |
Counterfactually guided policy transfer in clinical settings
|
Taylor Killian |
-- |
Livestream
|
2:17 PM |
Spotlight 08 |
Evaluating domain generalization for survival analysis in clinical studies
|
Florian Pfiseterer |
-- |
Livestream
|
2:24 PM |
Spotlight 29 |
Estimating model performance on external datasets from their limited statistical characteristics
|
Tal El Hay |
-- |
Livestream
|
2:31 PM |
Spotlight 10 |
Enriching unsupervised user embedding via medical concepts
|
Xiaolei Huang |
-- |
Livestream
|
2:38 PM |
Spotlight 26 |
Multi-task adversarial learning for treatment effect estimation in basket trials
|
Zhixuan Chu |
-- |
Livestream
|
2:45 PM |
Spotlight 28 |
Neural Survival Clustering: Non parametric mixture of neural networks for survival clustering
|
Vincent Jeanselme |
-- |
Livestream
|
2:52 PM |
Spotlight 30 |
ADCB: An Alzheimer's disease simulator for benchmarking observational estimators of causal effects
|
Newton Mwai Kinyanjui |
-- |
Livestream
|
2:59 PM |
Spotlight 41 |
Semi-Markov offline reinforcement learning for healthcare
|
Mehdi Fatemi |
-- |
Livestream
|
3:05 PM |
Break |
Sponsored Break
|
|
-- |
Gather
|
3:30 - 4:30 PM |
Research Roundtable |
Human centered AI for health and wellness
|
Rosa Arriaga |
Bobak Mortazavi |
Gather
|
3:30 - 4:30 PM |
Research Roundtable |
Responsible AI for health
|
Leo Celi |
Stephen Pfohl |
Gather
|
3:30 - 4:30 PM |
Research Roundtable |
Social and environmental determinants of health
|
Esra Suel |
Sanja Šćepanović |
Gather
|
4:30 - 4:50 PM |
Keynote |
Machine learning for human genetics: A multi-scale view on complex traits and disease
|
Lorin Crawford |
-- |
Livestream
|
4:50 - 5:10 PM |
Keynote |
Reducing bias in machine learning systems: Understanding drivers of pain
|
Jure Leskovec |
-- |
Livestream
|
5:10 - 5:30 PM |
Q&A |
Panel Q&A with Lorin Crawford and Jure Leskovec
|
|
Rahul Krishnan |
Livestream
|
Time (EDT) |
Type |
Title |
Speaker |
Moderator |
|
12:00 - 12:10 PM |
Opening |
Opening Remarks
|
Joyce Ho |
-- |
Livestream
|
12:10 - 1:10 PM |
Tutorial |
Challenges in developing online learning and experimentation algorithms in digital health
|
Walter Dempsey |
Harvineet Singh |
Zoom
|
12:10 - 1:10 PM |
Tutorial |
Distributed statistical learning and inference with electronic health records data
|
Rui Duan |
Jesse Gronsbell |
Zoom
|
1:10 PM |
Spotlight 66 |
Uncertainty-aware text-to-program for question answering on structured electronic health records
|
Daeyoung Kim |
-- |
Livestream
|
1:17 PM |
Spotlight 67 |
Learning unsupervised representations for ICU timeseries
|
Addison Weatherhead |
-- |
Livestream
|
1:24 PM |
Spotlight 62 |
How to validate machine learning models prior to deployment: Silent trial protocol for evaluation of real-time models at the ICU
|
Sana Tonekaboni |
-- |
Livestream
|
1:31 PM |
Spotlight 71 |
Unifying heterogeneous electronic health records systems via text-based code embedding
|
Kyunghoon Hur |
-- |
Livestream
|
1:38 PM |
Spotlight 79 |
Improving the fairness of chest X-ray classifiers
|
Haoran Zhang |
-- |
Livestream
|
1:45 PM |
Spotlight 81 |
Context-sensitive spelling correction of clinical text with conditional independence model
|
Juyong Kim |
-- |
Livestream
|
1:52 PM |
Spotlight 4 |
MedMCQA : A large-scale multi-subject multi-choice dataset for medical domain question answering
|
Ankit Pal |
-- |
Livestream
|
1:59 PM |
Spotlight 11 |
Graph-text multi-modal pre-training for medical representation learning
|
Sungjin Park |
-- |
Livestream
|
2:10 - 2:30 PM |
Keynote |
Understanding heterogeneity as a route to understanding health
|
Danielle Belgrave |
-- |
Livestream
|
2:30 - 2:50 PM |
Keynote |
Machine learning in public health: Are we there yet?
|
Jessica Tenenbaum |
-- |
Livestream
|
2:50 - 3:10 PM |
Q&A |
Panel Q&A with Danielle Belgrave and Jessica Tenenbaum
|
|
Sherri Rose |
Livestream
|
3:10 PM |
Break |
Sponsored Break
|
|
-- |
|
3:20 PM |
Spotlight 31 |
Data augmentation for electrocardiograms
|
Aniruddh Raghu |
-- |
Livestream
|
3:27 PM |
Spotlight 58 |
Real-time seizure detection using EEG: A comprehensive comparison of recent approaches under a realistic setting
|
Kwanhyung Lee |
-- |
Livestream
|
3:34 PM |
Spotlight 69 |
Lead-agnostic self-supervised learning for local and global representations of electrocardiogram
|
Jungwoo Oh |
-- |
Livestream
|
3:41 PM |
Spotlight 54 |
PhysioMTL: Personalizing physiological patterns using optimal transport multi-task regression
|
Jiacheng Zhu |
-- |
Livestream
|
3:48 PM |
Spotlight 34 |
Disability prediction in multiple sclerosis using performance outcome measures and demographic data
|
Subhrajit Roy |
-- |
Livestream
|
3:55 PM |
Spotlight 45 |
Identification of subgroups with similar benefits in off-policy policy evaluation
|
Ramtin Keramati |
-- |
Livestream
|
4:02 PM |
Spotlight 68 |
Practical challenges in differentially-private federated survival analysis of medical data
|
Shadi Rahimian |
-- |
Livestream
|
4:10 PM |
Break |
Break
|
|
-- |
Gather
|
4:20 - 5:20 PM |
Poster |
Poster Session
|
|
Stephanie Hyland |
Gather
|
5:20 - 5:30 PM |
Closing |
Closing Remarks
|
Tristan Naumann |
-- |
Livestream
|