Statistical Aspects of Trustworthy Machine Learning

Videos from BIRS Workshop

, UW-Madison
- 10:14
Interpretability and Scientific Foundation Models: A Review
Watch video | Download video: 202402120904-Sankaran.mp4 (195M)
, Duke
- 11:02
Simpler Machine Learning Models for a Complicated World
Watch video | Download video: 202402121030-Rudin.mp4 (71M)
, The University of North Carolina at Chapel Hill
- 11:42
Deep non-crossing quantile (NQ) learning
Watch video | Download video: 202402121102-Zhu.mp4 (108M)
, The University of Chicago
- 14:34
A Class of Dependent Random Distributions Based on Atom Skipping
Watch video | Download video: 202402121400-Ji.mp4 (80M)
, University of Warsaw
- 15:34
Interpretable machine learning for time-to-event prediction in medicine and healthcare
Watch video | Download video: 202402121501-Baniecki.mp4 (82M)
, Washington University in St Louis
- 16:04
Estimating the fraction of anomaly points
Watch video | Download video: 202402121534-Mondal.mp4 (116M)
, Eli Lilly and Company
- 09:31
Generative AI on Smooth Manifolds: A Tutorial
Watch video | Download video: 202402130830-Fu.mp4 (154M)
, UC Berkeley
- 10:04
What is uncertainty in today's practice of data science?
Watch video | Download video: 202402130932-YU.mp4 (71M)
, Simon Fraser University
- 10:49
Teaching Machine Learning using Data for Good
Watch video | Download video: 202402131030-Elliott.mp4 (37M)
, University of Alberta
- 11:01
Online Local Differential Private Quantile Inference via Self-normalization
Watch video | Download video: 202402131049-Jiang.mp4 (24M)
, University to Toronto
- 11:13
A decorrelation method for general regression adjustment in randomized experiments
Watch video | Download video: 202402131101-Mou.mp4 (22M)
, University of Calgary
- 11:20
CATE: An accelerated and scalable solution for large-scale genomic data processing through GPU and CPU-based parallelization
Watch video | Download video: 202402131113-Perera.mp4 (14M)
, University of Calgary
- 11:33
eXplainable representation learning via Autoencoders revealing Critical genes
Watch video | Download video: 202402131120-Zhang.mp4 (22M)
, Stanford University
- 14:33
Algorithmic Fairness; Why it’s hard and why it’s interesting (Tutorial)
Watch video | Download video: 202402131343-Koyejo.mp4 (132M)
, RAND Corporation
- 15:04
De-Biasing the Bias: Methods for Improving Disparity Assessments with Noisy Group Measurements
Watch video | Download video: 202402131433-Snoke.mp4 (89M)
, University of Pennsylvania
- 16:03
A Generic Approach to Stabilized Model Distillation
Watch video | Download video: 202402131531-Hooker.mp4 (72M)
, University of British Columbia
- 16:36
Conditional independence measures for fairer, more reliable models
Watch video | Download video: 202402131603-Sutherland.mp4 (112M)
, Harvard University
- 09:04
Protecting Individua Privacy against All Adversaries – Is It possible?
Watch video | Download video: 202402140830-Meng.mp4 (47M)
, University of British Columbia
- 09:33
Forgettable Federated Linear Learning with Certified Data Removal
Watch video | Download video: 202402140909-Li.mp4 (56M)
, University of British Columbia
- 10:15
PANORAMIA: Efficient Privacy Auditing of Machine Learning Models without Retraining
Watch video | Download video: 202402140936-Lecuyer.mp4 (114M)
,
- 11:05
Some applications of large-scale trait imputation with genotyped individuals and GWAS summary data
Watch video | Download video: 202402141030-Pan.mp4 (96M)
, John Hopkins University
- 12:03
Large-scale genotype prediction from RNA-seq reveals new issues in policy and ethic
Watch video | Download video: 202402141105-Hansen.mp4 (242M)
, IBM Research
- 09:36
An Eye for AI: Towards Scientific Approaches for Evaluating and Improving Robustness and Safety of Foundation Models
Watch video | Download video: 202402150834-Chen.mp4 (83M)
, University of North Carolina at Chapel Hill
- 10:07
Statistical Significance of Clustering for High Dimensional Data
Watch video | Download video: 202402150936-Liu.mp4 (74M)
, University of Toronto
- 11:01
Sparse Causal Learning: Challenges and Opportunities
Watch video | Download video: 202402151031-Wang.mp4 (74M)
, University of Wisconsin-Madison
- 11:29
Benchmarking Machine Learning Models for Polymer Informatics: An Example of Glass Transition Temperature
Watch video | Download video: 202402151102-Li.mp4 (65M)
, Columbia University
- 13:32
Towards Generative Models for Analyzing Multi-Dimensional Digital Phenotypes
Watch video | Download video: 202402151302-Wang.mp4 (19M)
, University of Chicago
- 14:08
Randomization Inference When N = 1
Watch video | Download video: 202402151336-Liang.mp4 (100M)
, University of Michigan
- 14:41
Integrating Tools from Statistical Modelling and Machine Learning to Learn Optimal Treatment Regimes from Electronic Health Records
Watch video | Download video: 202402151409-Zeng.mp4 (88M)
, Fred Hutchinson Cancer Center
- 15:45
Data thinning and its applications
Watch video | Download video: 202402151515-Koyejo.mp4 (102M)
, Stanford University
- 16:25
Learning from Uncertain Pairwise Preferences
Watch video | Download video: 202402151552-Koyejo.mp4 (116M)