Understanding Failures of Deep Networks via Robust Feature Extraction

Sahil Singla, Besmira Nushi, Shital Shah, Ece Kamar, Eric Horvitz

CVPR 2021 | June 2021

Publication

An Empirical Analysis of Backward Compatibility in Machine Learning Systems

Megha Srivastava, Besmira Nushi, Ece Kamar, Shital Shah, Eric Horvitz

KDD | August 2020

Publication PDF Github

Updates in Human-AI Teams: Understanding and Addressing the Performance/Compatibility Tradeoff

Gagan Bansal, Besmira Nushi, Ece Kamar, Dan Weld, Walter Lasecki, Eric Horvitz

AAAI Conference on Artificial Intelligence | January 2019

Publication Github

Towards Accountable AI: Hybrid Human-Machine Analyses for Characterizing System Failure

Besmira Nushi, Ece Kamar, Eric Horvitz

HCOMP 2018 | July 2018

Publication Github

Understanding Failures of Deep Networks via Robust Feature Extraction

Sahil Singla, Besmira Nushi, Shital Shah, Ece Kamar, Eric Horvitz

CVPR 2021 | June 2021

Publication

An Empirical Analysis of Backward Compatibility in Machine Learning Systems

Megha Srivastava, Besmira Nushi, Ece Kamar, Shital Shah, Eric Horvitz

KDD | August 2020

Publication PDF Github

Updates in Human-AI Teams: Understanding and Addressing the Performance/Compatibility Tradeoff

Gagan Bansal, Besmira Nushi, Ece Kamar, Dan Weld, Walter Lasecki, Eric Horvitz

AAAI Conference on Artificial Intelligence | January 2019

Publication Github

Towards Accountable AI: Hybrid Human-Machine Analyses for Characterizing System Failure

Besmira Nushi, Ece Kamar, Eric Horvitz

HCOMP 2018 | July 2018

Publication Github

Updates in Human-AI Teams: Understanding and Addressing the Performance/Compatibility Tradeoff

Gagan Bansal, Besmira Nushi, Ece Kamar, Dan Weld, Walter Lasecki, Eric Horvitz

AAAI Conference on Artificial Intelligence | January 2019

Publication Github

Understanding Failures of Deep Networks via Robust Feature Extraction

Sahil Singla, Besmira Nushi, Shital Shah, Ece Kamar, Eric Horvitz

CVPR 2021 | June 2021

Publication

An Empirical Analysis of Backward Compatibility in Machine Learning Systems

Megha Srivastava, Besmira Nushi, Ece Kamar, Shital Shah, Eric Horvitz

KDD | August 2020

Publication PDF Github

Updates in Human-AI Teams: Understanding and Addressing the Performance/Compatibility Tradeoff

Gagan Bansal, Besmira Nushi, Ece Kamar, Dan Weld, Walter Lasecki, Eric Horvitz

AAAI Conference on Artificial Intelligence | January 2019

Publication Github

Towards Accountable AI: Hybrid Human-Machine Analyses for Characterizing System Failure

Besmira Nushi, Ece Kamar, Eric Horvitz

HCOMP 2018 | July 2018

Publication Github