CS 6463 Advanced Topics: Trust in AI

Instructor: Sumit Kumar Jha

Tuesdays and Thursdays @ Zoom

 

Online Synchronous Course Schedule

 

 

January 18: Introduction to the class

Interpretation of AI

January 20: Deep Inside Convolutional Networks: Visualizing Image Classification Models and Saliency Maps https://arxiv.org/pdf/1312.6034.pdf

Slides

Video

January 25: Student Discussion

January 27: Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization https://arxiv.org/pdf/1610.02391.pdf

Slides

Video

February 1: Student Discussion

February 3: Axiomatic Attribution for Deep Networks (Integrated Gradients) http://proceedings.mlr.press/v70/sundararajan17a/sundararajan17a.pdf

Slides

Video

February 8: Student Discussion

February 10: SmoothGrad: removing noise by adding noise https://arxiv.org/pdf/1706.03825.pdf

Slides

Video

February 15: Student Discussion and Question-Answer Session with Instructor

February 17: Fast Axiomatic Attribution for Neural Networks https://arxiv.org/pdf/2111.07668.pdf

Slides

Video

February 22: Student Discussion

February 24: Self-Attention Attribution: Interpreting Information Interactions Inside Transformer https://arxiv.org/abs/2004.11207

Slides

Video

March 1: Student Discussion

March 3: Mid-term

March 8: Project Proposal Presentations

March 10: Lecture

March 22: D-CODE: Discovering Closed-form ODEs from Observed Trajectories https://openreview.net/forum?id=wENMvIsxNN 

Slides

Video

March 24: Student Discussion

March 29: Probabilistic Outputs for Support Vector Machines and Comparisons to Regularized Likelihood Methods https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.41.1639

Slides

Video

March 31: Student Discussion

April 5: Travel

April 7: Student Discussion

April 12: On calibration of modern neural networks https://proceedings.mlr.press/v70/guo17a/guo17a.pdf 

Slides

Video

April 14: Student Discussion (Project Preview)

April 19: Attribution-Based Confidence Metric For Deep Neural Networks  https://proceedings.neurips.cc/paper/2019/file/bc1ad6e8f86c42a371aff945535baebb-Paper.pdf

Slides

Video

April 21: Student Discussion (Project Preview)

April 26: Student Final Project Presentations: 30 minutes per student

April 28: Student Final Project Presentations: 30 minutes per student

May 3: Student Final Project Presentations: 30 minutes per student