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d-ailin avatar d-ailin commented on September 28, 2024

Thanks for your interest in our work!

I think our current model architecture can not adapt to a varying number of sensors at different time steps, but I think it is an interesting problem, and you could try to modify based on the current model or propose a new one.

For me, I think one reading resource is the papers included in https://pytorch-geometric.readthedocs.io/en/latest/modules/nn.html#models. The code implementation insides can also be helpful for the understanding or the practical implementation. But I would say that is just my personal recommendation, as there are so many other helpful GNN related materials :D.

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TheNeeloy avatar TheNeeloy commented on September 28, 2024

Thank you for your quick response! The problem area I am working in is anomaly detection on highways, conditioned on vehicle trajectories on the road. Here, the number of vehicles near the human-controlled vehicle may change from time-to-time when cars move in and out of our sensor range. If interested, I'll be sure to share my work in anomaly detection with varying sensor numbers after I submit, if it would help with your work too :)

Also, thanks for the resource; this will help me out a lot!

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d-ailin avatar d-ailin commented on September 28, 2024

Sure, thanks :)

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