Dhruv V Patel

Postdoctoral Fellow, Stanford University

PhD student, University of Southern California

Joined

September 2019

Names

Dhruv V Patel (Preferred)

Dhruv Patel

Emails

****@usc.edu (Confirmed)

****@stanford.edu (Confirmed)

Personal Links

Career & Education History

Postdoctoral Fellow

Stanford University (stanford.edu)

2021 – Present

PhD student

University of Southern California (usc.edu)

2018 – Present

PhD student

Rensselaer Polytechnic Institute (rpi.edu)

2016 – 2018

Advisors, Relations & Conflicts

PhD Advisor

Prof. Assad Oberai

2016 – Present

Expertise

Generative modeling

Computational science

Bayesian inference

2019 – Present

Publications

Improved Black-box Variational Inference for High-dimensional Bayesian Inversion involving Black-box Simulators
Dhruv V Patel, Jonghyun Harry Lee, Matthew Farthing, Tyler Hesser, Peter Kitanidis, Eric Darve
- NeurIPS 2023 Deep Inverse Workshop Poster
- Readers: Everyone
GAN-Flow: A dimension-reduced variational framework for physics-based inverse problems
Agnimitra Dasgupta, Dhruv V Patel, Deep Ray, Erik Johnson, Assad Oberai
- 06 Apr 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Efficient posterior inference & generalization in physics-based Bayesian inference with conditional GANs
Deep Ray, Dhruv V Patel, Harisankar Ramaswamy, Assad Oberai
- Published: 19 Oct 2021, Last Modified: 05 May 2023
- NeurIPS 2021 Deep Inverse Workshop Poster
- Readers: Everyone
Solution of Physics-based Bayesian Inverse Problems with Deep Generative Priors
Dhruv V. Patel, Deep Ray, Assad A. Oberai
- 2021 (modified: 15 Sept 2021)
- CoRR 2021
- Readers: Everyone
Bayesian Inference in Physics-Driven Problems with Adversarial Priors
Dhruv V Patel, Deep Ray, Harisankar Ramaswamy, Assad Oberai
- Published: 06 Jul 2022, Last Modified: 05 May 2023
- NeurIPS 2020 Deep Inverse Workshop Poster
- Readers: Everyone
GAN-based Priors for Quantifying Uncertainty
Dhruv V. Patel, Assad A. Oberai
- 2020 (modified: 15 Sept 2021)
- CoRR 2020
- Readers: Everyone
Bayesian Inference with Generative Adversarial Network Priors
Dhruv Patel, Assad A. Oberai
- 2019 (modified: 15 Sept 2021)
- CoRR 2019
- Readers: Everyone

Dhruv V Patel

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Improved Black-box Variational Inference for High-dimensional Bayesian Inversion involving Black-box Simulators

GAN-Flow: A dimension-reduced variational framework for physics-based inverse problems

Efficient posterior inference & generalization in physics-based Bayesian inference with conditional GANs

Solution of Physics-based Bayesian Inverse Problems with Deep Generative Priors

Bayesian Inference in Physics-Driven Problems with Adversarial Priors

GAN-based Priors for Quantifying Uncertainty

Bayesian Inference with Generative Adversarial Network Priors

Co-Authors