Fix FCResidualBlock by removing relu (#368)

<img width="785" alt="Screenshot 2024-02-29 at 1 08 04 PM"
src="https://github.com/pyg-team/pytorch-frame/assets/16249234/c3e7940b-3b62-4143-91f7-da8a44d03bb1">

Author: weihua916

CHANGELOG.md

@@ -18,6 +18,7 @@ The format is based on [Keep a Changelog](http://keepachangelog.com/en/1.0.0/).
 ### Changed
 
 - Changed a workflow of Encoder's `na_forward` method resulting in performance boost ([#364](https://github.com/pyg-team/pytorch-frame/pull/364))
+- Removed ReLU applied in `FCResidualBlock` ([#368](https://github.com/pyg-team/pytorch-frame/pull/368))
 
 ### Deprecated
 

torch_frame/nn/models/resnet.py

@@ -92,7 +92,6 @@ def forward(self, x: Tensor) -> Tensor:
             x = self.shortcut(x)
 
         out = out + x
-        out = self.relu(out)
 
         return out