Interpretability in Artificial Intelligence

Videos from BIRS Workshop

, Microsoft Research
- 09:59
Friends Don’t Let Friends Deploy Black-Box Models: The Importance of Intelligibility in Machine Learning
Watch video | Download video: 202205020859-Caruana.mp4 (208M)
, TU Berlin
- 11:04
Quantus: An Explainable AI Toolkit for Responsible Evaluation of Neural Network Explanations
Watch video | Download video: 202205021029-Hedstroem.mp4 (96M)
, IBM Research Europe
- 11:35
Quantitative assessment of attention based explanations
Watch video | Download video: 202205021104-Deutschmann.mp4 (54M)
, Google Brain
- 14:57
Through the Looking-Glass: Understanding Model Behavior
Watch video | Download video: 202205021405-Hooker.mp4 (73M)
, ETH Zurich
- 15:09
Flash Talk: Interpretability needs for ML in GWAS and intensive care
Watch video | Download video: 202205021501-Klatt.mp4 (18M)
, Barcelona Supercomputing Center
- 16:01
Focus! Rating XAI Methods and Finding Biases
Watch video | Download video: 202205021532-AriaDuart.mp4 (134M)
, Barcelona Supercomputing Center
- 16:41
The AGI is here. The Artificial General Idiot, that is. Human General Intelligence to the rescue!
Watch video | Download video: 202205021601-GarciaGasulla.mp4 (168M)
, IBM Research
- 09:56
Interpretable Machine Learning for Safety and Teaming
Watch video | Download video: 202205030900-Varshney.mp4 (122M)
, IBM Research Paris-Saclay
- 11:06
Fully differentiable rule learning
Watch video | Download video: 202205031033-Kusters.mp4 (46M)
, Duke University
- 11:42
Fast Sparse Decision Tree Optimization
Watch video | Download video: 202205031106-Zhong.mp4 (46M)
, Duke University
- 12:22
Concept Whitening for Interpretable Image Recognition
Watch video | Download video: 202205031142-Chen.mp4 (58M)
, Duke
- 15:00
The Extreme of Interpretability in Machine Learning: Sparse Generalized Additive Models and Optimal Sparse Decision Trees
Watch video | Download video: 202205031400-Rudin.mp4 (222M)
, Barcelona Supercomputing Center (BSC)
- 17:44
Panel Discussion "Biases in AI"
Watch video | Download video: 202205031634-Cirillo.mp4 (201M)
, Yale
- 10:01
Discovering hidden signatures in biomedical data across space and time
Watch video | Download video: 202205040902-vanDijk.mp4 (132M)
, Indian Institute of Technology
- 11:01
Causal Perspectives in Explaining Neural Network Models
Watch video | Download video: 202205041033-NBalasubramanian.mp4 (41M)
, Barcelona Supercomputing Center (BSC)
- 11:54
Interpretability in Artificial Intelligence applications for rare diseases
Watch video | Download video: 202205041114-Cirillo.mp4 (151M)
, Max-Delbrück-Centrer for Molecular Medicine
- 12:26
Interpretable models in genomics
Watch video | Download video: 202205041156-Ghanbari.mp4 (142M)
, UCSD
- 10:03
Building a Mind for Cancer
Watch video | Download video: 202205050903-Ideker.mp4 (90M)
, Fundación Progreso y Salud
- 11:05
Learning biology from the data with interpretable machine learning
Watch video | Download video: 202205051029-Dopazo.mp4 (90M)
, UNC Charlotte
- 11:40
Evidence-Driven Learning for Interpretability
Watch video | Download video: 202205051106-Lee.mp4 (60M)
, ETH
- 12:21
Constrained Neural Networks for increased transparency
Watch video | Download video: 202205051141-Nguyen.mp4 (168M)
, Rochester Institute of Technology
- 14:46
A Hybrid model to Improve Crop Yield Prediction
Watch video | Download video: 202205051405-Hu.mp4 (59M)
, Barcelona Supercomputing Center
- 14:57
Flash Talk
Watch video | Download video: 202205051447-GonzalezMallo.mp4 (41M)
, Radboud University
- 15:59
Mechanistic modelling of cell migration in the immune system
Watch video | Download video: 202205051530-Wortel.mp4 (185M)
, MIT
- 16:39
Sample-Specific Models for Interpretable Analysis with Applications to Disease Subtyping
Watch video | Download video: 202205051559-Lengerich.mp4 (139M)
, Barcelona Supercomputing Center (BSC)
- 17:48
Q&A/Brainstorming
Watch video | Download video: 202205051645-Cirillo.mp4 (179M)
, Yale
- 10:00
Deep Geometric and Topological Representations Learning for Interpretable Insights from Biomedical Data
Watch video | Download video: 202205060904-Krishnaswamy.mp4 (91M)
, IBM Research Zurich, Hes-so Valais
- 10:40
Deep Learning Interpretability for the Discovery of Biomedical Patterns
Watch video | Download video: 202205061000-Graziani.mp4 (182M)
, Stanford University
- 12:00
Interpreting deep learning models for genomic discovery
Watch video | Download video: 202205061115-Kundaje.mp4 (81M)