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Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models

Published in CVPR 2020 [Paper] [Code]

Citation: Giannis Daras, Augustus Odena, Han Zhang, Alexandros G. Dimakis, "Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models" , CVPR 2020

SMYRF: Efficient Attention using Asymmetric Clustering

Published in NeurIPS 2020 [Paper] [Code]

Citation: Giannis Daras, Nikita Kitaev, Augustus Odena, Alexandros G. Dimakis, "SMYRF: Efficient Attention using Asymmetric Clustering" , NeurIPS 2020

Intermediate Layer Optimization for Inverse Problems using Deep Generative Models

Published in ICML 2021 [Paper] [Code]

Citation: Giannis Daras , Joseph Dean, Ajil Jalal, Alexandros G. Dimakis, "Intermediate Layer Optimization for Inverse Problems using Deep Generative Models" , ICML 2021

Robust Compressed Sensing MRI with Deep Generative Priors

Published in NeurIPS 2021 [Paper] [Code]

Citation: Ajil Jalal, Marius Arvinte, Giannis Daras , Eric Price, Alexandros G. Dimakis, Jonathan I. Tamir, "Robust Compressed Sensing MRI with Deep Generative Priors" , NeurIPS 2021

Solving Inverse Problems with NerfGANs

Preprint [Paper]

Citation: Giannis Daras, Wen-Sheng Chu, Abhishek Kumar, Dmitry Lagun, Alexandros G. Dimakis, "Solving Inverse Problems with NerfGANs"

Discovering the Hidden Vocabulary of DALLE-2

Published in NeurIPS 2022 Workshop on Score-Based Methods [Paper]

Citation: Giannis Daras (*) , Alexandros G. Dimakis, "Discovering the Hidden Vocabulary of DALLE-2" , NeurIPS 2022 Workshop on Score-Based Methods

Multitasking Models are Robust to Structural Failure: A Neural Model for Bilingual Cognitive Reserve

Published in NeurIPS 2022 [Paper] [Code]

Citation: Giannis Daras (*) , Negin Raoof (*), Zoi Gkalitsiou, Alexandros G. Dimakis, "Multitasking Models are Robust to Structural Failure: A Neural Model for Bilingual Cognitive Reserve" , NeurIPS 2022

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

Published in ICML 2022 [Paper] [Code]

Citation: Giannis Daras (*) , Yuval Dagan (*), Alexandros G. Dimakis, Constantinos Daskalakis, "Score-Guided Intermediate Layer Optimization: Fast Langevin Mixing for Inverse Problems" , ICML 2022

Soft Diffusion: Score Matching for General Corruptions

Preprint [Paper]

Citation: Giannis Daras, Mauricio Delbracio, Hossein Talebi, Alexandros G. Dimakis, Peyman Milanfar, "Soft Diffusion: Score Matching for General Corruptions"

Multiresolution Textual Inversion

Published as an Oral in NeurIPS 2022, SBM Workshop [Paper] [Code]

Citation: Giannis Daras, Alexandros G. Dimakis, "Multiresolution Textual Inversion" , NeurIPS 2022, SBM Workshop

Google Summer of Code presentation - Athens Floss Meetup

Presented Google Summer of Code 2018 work for the project: “Adding Greek Language to spaCy” under the GFOSS — the Open Technologies Alliance.

Athens Crossroad: Machine Learning and Healthcare

In this talk, the latest advancements regarding the application of Artificial Intelligence on the field of Medicine are discussed at a roundtable session for the Athens Crossroad (12th Congress of the Hellenic Society of Thoracic & Cardiovascular Surgeons) conference, under the theme “Artificial Intelligence”. Use cases of Natural Language Processing algorithms, Brain Computer Interfaces and Deep Learning Architectures for Image Processing are outlined.

Improving sparse transformer models for efficient self-attention

One disadvantage of using attention layers in a neural network architecture is that the memory and time complexity of the operation is quadratic. This talk tries to address the following question: “Can we design attention layers with lower complexity that are able to discover all dependencies in the input?”. The answer seems to be yes, by modeling the problem of introducing sparsity to the attention layer with Information Flow Graphs.