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update video second seminar
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_data/seminars.yml

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- title: "From Neural Networks to Graph Neural Networks"
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speaker: "Antonio Longa"
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speaker_page: "https://antoniolonga.github.io/"
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affiliation: "UiT The Arctic University of Norway"
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date: 2027-10-2025
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time: "10:00"
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description: "This seminar introduces the transition from traditional neural networks to Graph Neural Networks (GNNs), highlighting the limitations of MLPs in modeling relational data. It presents graphs as a natural representation for such data and describes GNNs through the message passing paradigm. Key architectures, challenges, and current research directions, including spatio-temporal graph learning, are briefly discussed."
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slides: "slides/sem2_fromNNtoGNN.pdf"
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recording: "https://youtu.be/zpExNl2xInU"
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photo: "figs/seminars/Antonio_1.jpg"
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photo_alt: "Antonio Longa giving a seminar on GNN"
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- title: "Sheaf Neural Networks"
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speaker: "Dionisia Naddeo"
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speaker_page: "https://fismed.uniroma2.it/staff/dionisia-naddeo/"
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affiliation: " University of Rome Tor Vergata, Italy"
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date: 2027-03-2025
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time: "10:00"
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description: "This seminar provides an accessible introduction to the mathematical concept of sheaves. We will focus in particular on sheaves defined on graphs, explaining their intuition and basic properties in a simple and approachable way. Building on this foundation, we will introduce Sheaf Neural Networks, a recent extension of Graph Neural Networks that uses sheaf structures."
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slides: "slides/sem1_Sheaf Neural Networks.pdf"
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slides: "slides/sem1_SheafNeuralNetworks.pdf"
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recording:
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photo: "figs/seminars/dionisia_fig2.jpg"
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photo_alt: "Dionisia Naddeo giving a seminar on Sheaf Neural Networks"

figs/seminars/Antonio_1.jpg

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seminars.html

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<h1>Seminars</h1>
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<p class="seminars-intro">
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<p>
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Our seminar series brings together researchers working on graphs, machine learning, network science, and related areas.
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It aims to foster interactions across complementary research directions, from geometry and mathematical modeling to data-driven and statistical approaches, encouraging the emergence of research collaborations.
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<br>
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Browse past and upcoming talks, discover the speakers, and access slides and event snapshots when available.
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</p>
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<p>
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Browse past and upcoming talks, discover the speakers, and access slides and videos.
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</p>
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<p>
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Watch the full playlist:
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<a href="https://youtube.com/playlist?list=PLGMXrbDNfqTxlTyk44tQCQEqxqgcIGXtV&amp;si=5f3d52ywgmnlinI0">
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NGML Seminar Series Playlist
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</a>
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</p>
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<p>
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Interested in attending the live seminars? Please contact
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<a href="mailto:antonio.longa@uit.no">antonio.longa@uit.no</a>
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</p>
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</header>
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slides/sem2_fromNNtoGNN.pdf

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