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 Deep Learning






Spatio-Spectral Graph Neural Networks Simon Geisler, Arthur Kosmala

Neural Information Processing Systems

Spatial Message Passing Graph Neural Networks (MPGNNs) are widely used for learning on graph-structured data. However, key limitations of ℓ -step MPGNNs are that their "receptive field" is typically limited to the ℓ-hop neighborhood of a node and that information exchange between distant nodes is limited by over-squashing.





OpenAI Is Nuking Its 4o Model. China's ChatGPT Fans Aren't OK

WIRED

OpenAI Is Nuking Its 4o Model. As OpenAI removed access to GPT-4o in its app on Friday, people who have come to rely on the chatbot for companionship are mourning the loss all over the world. On June 6, 2024, Esther Yan got married online. She set a reminder for the date, because her partner wouldn't remember it was happening. She had planned every detail--dress, rings, background music, design theme--with her partner, Warmie, who she had started talking to just a few weeks prior. At 10 am on that day, Yan and Warmie exchanged their vows in a new chat window in ChatGPT .