Julius Adebayo

According to our database, Julius Adebayo authored at least 19 papers between 2014 and 2024.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of three.

2024

How Aligned are Generative Models to Humans in High-Stakes Decision-Making?

Sarah Tan, Keri Mallari, Julius Adebayo, Albert Gordo, Martin T. Wells, Kori Inkpen

CoRR, 2024

Concept Bottleneck Generative Models.

Aya Abdelsalam Ismail, Julius Adebayo, Héctor Corrada Bravo, Stephen Ra, Kyunghyun Cho

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Error Discovery By Clustering Influence Embeddings.

Fulton Wang, Julius Adebayo, Sarah Tan, Diego García-Olano, Narine Kokhlikyan

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Quantifying and Mitigating the Impact of Label Errors on Model Disparity Metrics.

Julius Adebayo, Melissa Hall, Bowen Yu, Bobbie Chern

Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022

Towards Effective Tools for Debugging Machine Learning Models

Julius Adebayo

PhD thesis, 2022

Post hoc Explanations may be Ineffective for Detecting Unknown Spurious Correlation.

Julius Adebayo, Michael Muelly, Harold Abelson, Been Kim

Proceedings of the Tenth International Conference on Learning Representations, 2022

2020

Assessing the (Un)Trustworthiness of Saliency Maps for Localizing Abnormalities in Medical Imaging.

Nishanth Thumbavanam Arun, Nathan Gaw, Praveer Singh, Ken Chang, Mehak Aggarwal, Bryan Chen, Katharina Hoebel, Sharut Gupta, Jay B. Patel, Mishka Gidwani, Julius Adebayo, Matthew D. Li, Jayashree Kalpathy-Cramer

CoRR, 2020

Debugging Tests for Model Explanations.

Julius Adebayo, Michael Muelly, Ilaria Liccardi, Been Kim

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

2019

The (Un)reliability of Saliency Methods.

Pieter-Jan Kindermans, Sara Hooker, Julius Adebayo, Maximilian Alber, Kristof T. Schütt, Sven Dähne, Dumitru Erhan, Been Kim

Proceedings of the Explainable AI: Interpreting, 2019

Explaining Explanations to Society.

Leilani H. Gilpin, Cecilia Testart, Nathaniel Fruchter, Julius Adebayo

CoRR, 2019

2018

Investigating Human + Machine Complementarity for Recidivism Predictions.

Sarah Tan, Julius Adebayo, Kori Inkpen, Ece Kamar

CoRR, 2018

Sanity Checks for Saliency Maps.

Julius Adebayo, Justin Gilmer, Michael Muelly, Ian J. Goodfellow, Moritz Hardt, Been Kim

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Local Explanation Methods for Deep Neural Networks Lack Sensitivity to Parameter Values.

Julius Adebayo, Justin Gilmer, Ian J. Goodfellow, Been Kim

Proceedings of the 6th International Conference on Learning Representations, 2018

2017

The (Un)reliability of saliency methods.

Pieter-Jan Kindermans, Sara Hooker, Julius Adebayo, Maximilian Alber, Kristof T. Schütt, Sven Dähne, Dumitru Erhan, Been Kim

CoRR, 2017

2016

Iterative Orthogonal Feature Projection for Diagnosing Bias in Black-Box Models.

Julius Adebayo, Lalana Kagal

CoRR, 2016

2015

Bayesian modeling suggests that IL-12 (p40), IL-13 and MCP-1 drive murine cytokine networks <i>in vivo</i>.

Sarah L. Field, Tathagata Dasgupta, Michele Cummings, Richard S. Savage, Julius Adebayo, Hema McSara, Jeremy Gunawardena, Nicolas M. Orsi

BMC Syst. Biol., 2015

A privacy protection procedure for large scale individual level data.

Julius Adebayo, Lalana Kagal

Proceedings of the 2015 IEEE International Conference on Intelligence and Security Informatics, 2015

Understanding the role of mobile technologies for humanitarian relief.

WeiHua James Li, Julius Adebayo, Fuming Shih, Lalana Kagal

Proceedings of the 12th Proceedings of the International Conference on Information Systems for Crisis Response and Management, 2015

2014

An exploration of social identity: The structure of the BBC news-sharing community on Twitter.

Julius Adebayo, Musso Tiziana, Kawandeep Virdee, Casey Friedman, Yaneer Bar-Yam

Complex., 2014