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Giorgio Giannone
Giorgio Giannone
Amazon, DTU, MIT
Correu electrònic verificat a mit.edu - Pàgina d'inici
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Unifying molecular and textual representations via multi-task language modelling
D Christofidellis*, G Giannone*, J Born, O Winther, T Laino, M Manica
International Conference on Machine Learning, 6140-6157, 2023
862023
Few-shot diffusion models
G Giannone, D Nielsen, O Winther
NeurIPS 2022 Workshop on Score-Based Methods, 2022
572022
From concept to manufacturing: Evaluating vision-language models for engineering design
C Picard, KM Edwards, AC Doris, B Man, G Giannone, MF Alam, F Ahmed
arXiv preprint arXiv:2311.12668, 2023
362023
Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation
G Giannone, A Srivastava, O Winther, F Ahmed
Advances in Neural Information Processing Systems 36, 2023
312023
Accelerating material design with the generative toolkit for scientific discovery
M Manica, J Born, J Cadow, D Christofidellis, A Dave, D Clarke, ...
npj Computational Materials 9 (1), 69, 2023
27*2023
Scha-vae: Hierarchical context aggregation for few-shot generation
G Giannone, O Winther
International Conference on Machine Learning, 7550-7569, 2022
17*2022
Diffusing the optimal topology: A generative optimization approach
G Giannone, F Ahmed
International Design Engineering Technical Conferences, 2023, 2023
142023
Learning from Invalid Data: On Constraint Satisfaction in Generative Models
G Giannone, L Regenwetter, A Srivastava, D Gutfreund, F Ahmed
NeurIPS 2023 Workshop on Diffusion Models, 2023
132023
Learning common representation from rgb and depth images
G Giannone, B Chidlovskii
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2019
122019
Real-time Classification from Short Event-Camera Streams using Input-filtering Neural ODEs
G Giannone, A Anoosheh, A Quaglino, P D'Oro, M Gallieri, J Masci
NeurIPS 2020 workshop on Interpretable Inductive Biases and Physically …, 2020
92020
Just Mix Once: Worst-group Generalization by Group Interpolation
G Giannone, S Havrylov, J Massiah, E Yilmaz, Y Jiao
NeurIPS 2021 Workshop DistShift, 2022
8*2022
Method and apparatus for semantic segmentation and depth completion using a convolutional neural network
B Chidlovskii, G Giannone
US Patent 11,263,756, 2022
72022
NITO: Neural implicit fields for resolution-free topology optimization
AH Nobari, G Giannone, L Regenwetter, F Ahmed
arXiv preprint arXiv:2402.05073, 2024
52024
No Representation without Transformation
G Giannone, S Saremi, J Masci, C Osendorfer
NeurIPS 2019 workshop on Perception as Generative Reasoning, 2019
32019
Artificial intelligence as an enabler for entrepreneurial finance: a practical guide to AI-driven video pitch evaluation for entrepreneurs and investors
G Giuggioli, MM Pellegrini, G Giannone
Management Decision, 2024
22024
Constraining Generative Models for Engineering Design with Negative Data
L Regenwetter, G Giannone, A Srivastava, D Gutfreund, F Ahmed
Transactions on Machine Learning Research, https://openreview.net/forum?id …, 2024
12024
Reparameterized Multi-Resolution Convolutions for Long Sequence Modelling
HJ Cunningham, G Giannone, M Zhang, MP Deisenroth
Neural Information Processing Systems, NeurIPS 2024, 2024
12024
Supervision-free Vision-Language Alignment
G Giannone, R Li, Q Feng, E Perevodchikov, R Chen, A Martinez
arXiv preprint arXiv:2501.04568, 2025
2025
Few-Shot Generative Models. Learning Generative Models with Limited Data
G Giannone
Technical University of Denmark, 2024
2024
Improving Precision in Language Models Learning from Invalid Samples
N Larsen, G Giannone, O Winther, K Blin
NeurIPS 2023 Generative AI and Biology (GenBio) Workshop, 2023
2023
En aquests moments el sistema no pot dur a terme l'operació. Torneu-ho a provar més tard.
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