Giorgio Giannone

According to our database, Giorgio Giannone authored at least 21 papers between 2019 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

GIFT: Bootstrapping Image-to-CAD Program Synthesis via Geometric Feedback.

Giorgio Giannone, Anna C. Doris, Amin Heyrani Nobari, Kai Xu, Akash Srivastava, Faez Ahmed

CoRR, March, 2026

2025

Mitigating Premature Exploitation in Particle-based Monte Carlo for Inference-Time Scaling.

Giorgio Giannone, Guangxuan Xu, Nikhil Shivakumar Nayak, Rohan Mahesh Awhad, Shivchander Sudalairaj, Kai Xu, Akash Srivastava

CoRR, October, 2025

From concept to manufacturing: evaluating vision-language models for engineering design.

Cyril Picard, Kristen M. Edwards, Anna C. Doris, Brandon Man, Giorgio Giannone, Md Ferdous Alam, Faez Ahmed

Artif. Intell. Rev., September, 2025

Supervision-free Vision-Language Alignment.

Giorgio Giannone, Ruoteng Li, Qianli Feng, Evgeny Perevodchikov, Rui Chen, Aleix Martinez

CoRR, January, 2025

NITO: Neural Implicit Fields for Resolution-free and Domain-Adaptable Topology Optimization.

Amin Heyrani Nobari, Lyle Regenwetter, Giorgio Giannone, Faez Ahmed

Trans. Mach. Learn. Res., 2025

Be More Specific: Evaluating Object-centric Realism in Synthetic Images.

Anqi Liang, Ciprian A. Corneanu, Qianli Feng, Giorgio Giannone, Aleix Martinez

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

2024

Constraining Generative Models for Engineering Design with Negative Data.

Lyle Regenwetter, Giorgio Giannone, Akash Srivastava, Dan Gutfreund, Faez Ahmed

Trans. Mach. Learn. Res., 2024

NITO: Neural Implicit Fields for Resolution-free Topology Optimization.

Amin Heyrani Nobari, Giorgio Giannone, Lyle Regenwetter, Faez Ahmed

CoRR, 2024

Reparameterized Multi-Resolution Convolutions for Long Sequence Modelling.

Jake Cunningham, Giorgio Giannone, Mingtian Zhang, Marc Peter Deisenroth

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

Learning from Invalid Data: On Constraint Satisfaction in Generative Models.

Giorgio Giannone, Lyle Regenwetter, Akash Srivastava, Dan Gutfreund, Faez Ahmed

CoRR, 2023

Diffusing the Optimal Topology: A Generative Optimization Approach.

Giorgio Giannone, Faez Ahmed

CoRR, 2023

Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation.

Giorgio Giannone, Akash Srivastava, Ole Winther, Faez Ahmed

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Unifying Molecular and Textual Representations via Multi-task Language Modelling.

Dimitrios Christofidellis, Giorgio Giannone, Jannis Born, Ole Winther, Teodoro Laino, Matteo Manica

Proceedings of the International Conference on Machine Learning, 2023

2022

Just Mix Once: Worst-group Generalization by Group Interpolation.

Giorgio Giannone, Serhii Havrylov, Jordan Massiah, Emine Yilmaz, Yunlong Jiao

CoRR, 2022

GT4SD: Generative Toolkit for Scientific Discovery.

Matteo Manica, Joris Cadow, Dimitrios Christofidellis, Ashish Dave, Jannis Born, Dean Clarke, Yves Gaetan Nana Teukam, Samuel C. Hoffman, Matthew Buchan, Vijil Chenthamarakshan, Timothy Donovan, Hsiang-Han Hsu, Federico Zipoli, Oliver Schilter, Giorgio Giannone, Akihiro Kishimoto, Lisa Hamada, Inkit Padhi, Karl Wehden, Lauren McHugh, Alexy Khrabrov, Payel Das, Seiji Takeda, John R. Smith

CoRR, 2022

Few-Shot Diffusion Models.

Giorgio Giannone, Didrik Nielsen, Ole Winther

CoRR, 2022

SCHA-VAE: Hierarchical Context Aggregation for Few-Shot Generation.

Giorgio Giannone, Ole Winther

Proceedings of the International Conference on Machine Learning, 2022

2021

Hierarchical Few-Shot Generative Models.

Giorgio Giannone, Ole Winther

CoRR, 2021

2020

Real-time Classification from Short Event-Camera Streams using Input-filtering Neural ODEs.

Giorgio Giannone, Asha Anoosheh, Alessio Quaglino, Pierluca D'Oro, Marco Gallieri, Jonathan Masci

CoRR, 2020

2019

No Representation without Transformation.

Giorgio Giannone, Jonathan Masci, Christian Osendorfer

CoRR, 2019

Learning Common Representation From RGB and Depth Images.

Giorgio Giannone, Boris Chidlovskii

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019