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layout: about
title: about
permalink: /
subtitle: <a href="/publications/">Responsible AI</a> for building a resilient, sustainable and equitable future
subtitle: <a href="/publications/">Responsible AI</a> for a resilient, sustainable and equitable future


profile:
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---


I am an Associate Professor of [Electrical and Computer Engineering](https://www.ece.ucr.edu/) at the University of California, Riverside, where I am also a cooperating faculty member in the [Computer Science and Engineering](https://www1.cs.ucr.edu/) department. My research broadly focuses on <a href="/publications/">responsible AI</a>
for building a **resilient, sustainable and equitable** future. Towards this goal, I study both algorithmic foundations and empirical methodologies, including:
I am an Associate Professor of [Electrical and Computer Engineering](https://www.ece.ucr.edu/) at the University of California, Riverside, where I am also a cooperating faculty member in the [Computer Science and Engineering](https://www1.cs.ucr.edu/) department. My research broadly focuses on **<a href="/publications/">responsible AI</a>**
for a resilient, sustainable and equitable future. More concretely, I am interested in advancing AI's **social responsibility** to serve and benefit society in an ethical manner, including building AI systems with minimum resource usage and environmental costs
on society (especially in capacity constrained communities grappling with energy and climate change challenges)
and safeguarding
AI for equitable and robust deployment in high-stakes environments. Towards this goal, I study both algorithmic foundations and empirical methodologies, centered on:


- **<span style="color:darkred;">Sustainable AI:</span>** Developing principled methodologies to measure and minimize AI's resource usage and lifecyle environmental footprint (**[Communications of the ACM](https://arxiv.org/abs/2304.03271), [e-Energy'24a](https://arxiv.org/abs/2405.17469), [e-Energy'24b](https://arxiv.org/abs/2311.03615), [ASPLOS'24](https://dl.acm.org/doi/abs/10.1145/3620665.3640374), [SIGMETRICS'22a](https://arxiv.org/abs/2111.01203)**)

- **<span style="color:darkred;">Safe decision-making:</span>** Robustifying machine learning predictions in highly dyanmic, uncertain, and/or adversarial environments such as renewable-powered computing systems (**[SIGEMETRICS'24](https://arxiv.org/abs/2401.04340), [NeurIPS'23a](https://arxiv.org/abs/2311.01568), [NeurIPS'23b](https://arxiv.org/abs/2310.20098), [ICML'23](https://arxiv.org/abs/2306.00172), [SIGMETRICS'22b](https://arxiv.org/abs/2204.08572)**)
- **<span style="color:darkred;">Safe decision-making:</span>** Robustifying machine learning predictions in highly dyanmic, uncertain, and/or adversarial environments such as renewable-powered computing systems (**[SIGEMETRICS'24](https://arxiv.org/abs/2401.04340), [NeurIPS'23a](https://arxiv.org/abs/2311.01568), [NeurIPS'23b](https://arxiv.org/abs/2310.20098), [ICML'23](https://arxiv.org/abs/2306.00172), [ICLR'24](https://openreview.net/pdf?id=e2YOVTenU9), [SIGMETRICS'22b](https://arxiv.org/abs/2204.08572)**)

- **<span style="color:darkred;">Algorithmic fairness:</span>** Building equitable AI to tackle societal challenges such as sustainability and climage change (**[ICML'24](https://arxiv.org/abs/2406.02790), [e-Energy'24c](https://arxiv.org/abs/2307.05494), [Harvard Business Review <span style="font-weight:lighter;color:darkred;">(perspective article)</span>](https://hbr.org/2024/07/the-uneven-distribution-of-ais-environmental-impacts)**)

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