Contrastive Explanations for Comparing Preferences of Reinforcement Learning
- Jasmina Gajcin
- Rahul Nair
- et al.
- 2022
- AAAI 2022
Bio
Rahul Nair is Senior Research Scientist at IBM Research and Adjunct Associate Professor at the School of Computer Science, University College Dublin. His current research interests are in trusted AI, model transparency, explainability, and technology for development. His expertise is in optimisation, machine learning which he has applied across sectors particularly transportation, healthcare, and business computing. He holds a Ph.D. from University of Maryland College Park.
Publications
Prospective Explanations: An Interactive Mechanism for Model Understanding
- Rahul Nair
- Pierpaolo Tommasi
- 2021
- NeurIPS 2021
AIMEE: Interactive model maintenance with rule-based surrogates
- Owen Cornec
- Rahul Nair
- et al.
- 2021
- NeurIPS 2021
User Driven Model Adjustment via Boolean Rule Explanations
- Elizabeth Daly
- Massimilliano Mattetti
- et al.
- 2021
- AAAI 2021
Perfusion Quantification from Endoscopic Videos: Learning to Read Tumor Signatures
- Sergiy Zhuk
- Jonathan Epperlein
- et al.
- 2020
- MICCAI 2020
A Framework for Orchestrating Different Recommendation Algorithms based on User Feedback
- Oznur Alkan
- Massimilliano Mattetti
- et al.
- 2020
- INFORMS 2020
Interactive AI Solutions For Real World Business Problems
- Elizabeth Daly
- Oznur Alkan
- et al.
- 2020
- INFORMS 2020
Directly Interpretable AI Models With User Constraints
- Rahul Nair
- Elizabeth Daly
- et al.
- 2020
- INFORMS 2020
Patents
- US
- 9858542
- US
- 9836960
- US
- 9785896
- US
- 9483938
Projects
AIMEE
AI model explorer and editor tool.
Fluorescence-based Digital Surgery Decision Support
Analyzing and visualizing differences in blood flow patterns, made visible with fluorescent dyes and multispectral imaging.
AutoFair: Human-compatible Automation of Fairness in AI
Addressing the need for trusted AI in a range of practical industrial applications from recruitment, to fintech and advertising.
Top collaborators
ED
Elizabeth Daly
STSM, Research Manager, Interactive AI Group
KN
Karthikeyan Natesan Ramamurthy
Principal Research Scientist
IV
Inge Vejsbjerg
Research Engineer
OC
Owen Cornec
Research Engineer @ VAIL / Lead @ Carbon Labs