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portfolio

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publications

Using deep learning for the automated identification of cone and rod photoreceptors from adaptive optics imaging of the human retina

Published in Biomedical Optics Express, 2022

This paper presents RC-UPerNet, a deep learning algorithm for automated identification of cone and rod photoreceptors in high-resolution retinal images.

Feature Programming for Multivariate Time Series Prediction

Published in ICML, 2023

This paper introduces a programmable feature engineering concept for time series modeling through a feature programming framework, emphasizing the efficient generation of predictive features and demonstrating its effectiveness on various time series datasets.

Open-Ended Multi-Modal Relational Reason for Video Question Answering

Published in IEEE International Conference on Robot and Human Interactive Communication, 2023

The paper presents a robotic agent for language-based interactions in video scenes, emphasizing the role of trust and achieving a 2% to 3% performance boost over benchmarks.

On Sparse Modern Hopfield Model

Published in NeurIPS, 2023

The sparse modern Hopfield model is introduced as an extension of the dense modern Hopfield model, offering a one-step approximation of the sparse attention mechanism.

Beyond PID Controllers: PPO with Neuralized PID Policy for Proton Beam Intensity Control in Mu2e

Published in NeurIPS (ML4Phy Workshop), 2023

This paper introduces a neuralized-PID Soft Actor-Critic (SAC) algorithm for real-time proton beam intensity control in the Mu2e experiment at Fermilab.

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015