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Giannis Daras
Giannis Daras
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Year
Robust compressed sensing mri with deep generative priors
A Jalal, M Arvinte, G Daras, E Price, AG Dimakis, J Tamir
Advances in Neural Information Processing Systems (NeurIPS 2021) 34, 14938-14954, 2021
2192021
DataComp: In search of the next generation of multimodal datasets
SY Gadre, G Ilharco, A Fang, J Hayase, G Smyrnis, T Nguyen, R Marten, ...
Advances in Neural Information Processing Systems (NeurIPS 2023) 36, 2023
1752023
Intermediate layer optimization for inverse problems using deep generative models
G Daras, J Dean, A Jalal, AG Dimakis
International Conference on Machine Learning (ICML), 2021
892021
Soft diffusion: Score matching for general corruptions
G Daras, M Delbracio, H Talebi, AG Dimakis, P Milanfar
TMLR 2023, 2022
842022
Your local GAN: Designing two dimensional local attention mechanisms for generative models
G Daras, A Odena, H Zhang, AG Dimakis
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2020
742020
Discovering the hidden vocabulary of dalle-2
G Daras, AG Dimakis
Score-Based Modeling Workshop @ NeurIPS 2022, 2022
602022
Restoration-degradation beyond linear diffusions: A non-asymptotic analysis for ddim-type samplers
S Chen, G Daras, A Dimakis
International Conference on Machine Learning, 4462-4484, 2023
492023
Smyrf: Efficient attention using asymmetric clustering
G Daras, N Kitaev, A Odena, AG Dimakis
Advances in Neural Information Processing Systems 33 (NeurIPS 2020), 2020
422020
Solving linear inverse problems provably via posterior sampling with latent diffusion models
L Rout, N Raoof, G Daras, C Caramanis, AG Dimakis, S Shakkottai
Advances in Neural Information Processing Systems (NeurIPS 2023) 36, 2023
262023
Multiresolution Textual Inversion
G Daras, AG Dimakis
Score-Based Modeling Workshop @ NeurIPS 2022, 2022
232022
Consistent diffusion models: Mitigating sampling drift by learning to be consistent
G Daras, Y Dagan, AG Dimakis, C Daskalakis
Advances in Neural Information Processing Systems (NeurIPS 2023) 36, 2023
222023
Score-Guided Intermediate Layer Optimization: Fast Langevin Mixing for Inverse Problems
G Daras, Y Dagan, AG Dimakis, C Daskalakis
International Conference on Machine Learning (ICML), 2022
202022
Ambient Diffusion: Learning Clean Distributions from Corrupted Data
G Daras, K Shah, Y Dagan, A Gollakota, AG Dimakis, A Klivans
Advances in Neural Information Processing Systems (NeurIPS 2023) 36, 2023
142023
Solving inverse problems with nerfgans
G Daras, WS Chu, A Kumar, D Lagun, AG Dimakis
arXiv preprint arXiv:2112.09061, 2021
72021
Single-shot adaptation using score-based models for mri reconstruction
M Arvinte, A Jalal, G Daras, E Price, A Dimakis, JI Tamir
International Society for Magnetic Resonance in Medicine, Annual Meeting, 2, 2022
62022
Multitasking Models are Robust to Structural Failure: A Neural Model for Bilingual Cognitive Reserve
G Daras, N Raoof, Z Gkalitsiou, A Dimakis
Advances in Neural Information Processing Systems (NeurIPS 2022) 35, 2022
22022
Intermediate Layer Optimization for Inverse Problems using Deep Generative Models
J Dean, G Daras, A Dimakis
NeurIPS 2020 Workshop on Deep Learning and Inverse Problems, 2020
22020
Consistent Diffusion Meets Tweedie: Training Exact Ambient Diffusion Models with Noisy Data
G Daras, AG Dimakis, C Daskalakis
arXiv preprint arXiv:2404.10177, 2024
12024
Solving Inverse Problems with Ambient Diffusion
G Daras, A Dimakis
NeurIPS 2023 Workshop on Deep Learning and Inverse Problems, 2023
12023
Robust Compressed Sensing MR Imaging with Deep Generative Priors
A Jalal, M Arvinte, G Daras, E Price, A Dimakis, J Tamir
NeurIPS 2021 Workshop on Deep Learning and Inverse Problems, 2021
12021
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