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Luigi Sigillo

3 accepted papers

2025

Gramian Multimodal Representation Learning and Alignment

ICLR 2025poster

Human perception integrates multiple modalities—such as vision, hearing, and language—into a unified understanding of the surrounding reality. While recent multimodal models have achieved significant progress by aligning pairs of modalities via contrastive learning, their solutions are unsuitable wh…

2025

Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models

ICASSP 2025accepted

Generating images from brain waves is gaining increasing attention due to its potential to advance brain-computer interface (BCI) systems by understanding how brain signals encode visual cues. Most of the literature has focused on fMRI-to-Image tasks as fMRI is characterized by high spatial resoluti…

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