samuel-maddock / federated-boosted-dp-trees Goto Github PK
View Code? Open in Web Editor NEWCode for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"
Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"
I want to do some experiments with Non i.i.d data, but I couldn't find the interface to set the number of clients and change the data on each client.
Hello, I encountered some problems when dealing with multi-classification problems. I have noticed that SoftmaxCrossEntropyLoss and one-hot coding are used for multi-classification, but the dimension of gradient g will also increase. For example, the shape of g will become (num_samples,num_classes) when dealing with four-category classification, and I don't know how to deal with g when calculating the split scores later (because g was one-dimensional before)
Hello Samuel,
I have a question in /models/gbdt/components/split_candidate_manager.py
At line 112, why flip the sign if min_val > 0? I thought the sketch should be operated on the interval [min_val, max_val]?
Thank you!
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