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Score-Guided Intermediate Layer Optimization: Fast Langevin Mixing for Inverse Problems


Jun 22, 2022
Giannis Daras, Yuval Dagan, Alexandros G. Dimakis, Constantinos Daskalakis

* Accepted to ICML 2022. 32 pages, 9 Figures 

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Discovering the Hidden Vocabulary of DALLE-2


Jun 01, 2022
Giannis Daras, Alexandros G. Dimakis

* 6 pages, 4 figures 

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Deblurring via Stochastic Refinement


Dec 28, 2021
Jay Whang, Mauricio Delbracio, Hossein Talebi, Chitwan Saharia, Alexandros G. Dimakis, Peyman Milanfar


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Solving Inverse Problems with NerfGANs


Dec 16, 2021
Giannis Daras, Wen-Sheng Chu, Abhishek Kumar, Dmitry Lagun, Alexandros G. Dimakis

* 16 pages, 18 figures 

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Inverse Problems Leveraging Pre-trained Contrastive Representations


Oct 26, 2021
Sriram Ravula, Georgios Smyrnis, Matt Jordan, Alexandros G. Dimakis

* Initial version. Final version to appear in Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021) 

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Robust Compressed Sensing MRI with Deep Generative Priors


Aug 03, 2021
Ajil Jalal, Marius Arvinte, Giannis Daras, Eric Price, Alexandros G. Dimakis, Jonathan I. Tamir


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Provable Lipschitz Certification for Generative Models


Jul 06, 2021
Matt Jordan, Alexandros G. Dimakis

* Accepted into ICML 2021 

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Fairness for Image Generation with Uncertain Sensitive Attributes


Jul 02, 2021
Ajil Jalal, Sushrut Karmalkar, Jessica Hoffmann, Alexandros G. Dimakis, Eric Price


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