update readme

Author: refraction-ray

README.md

@@ -472,7 +472,7 @@ Reference paper: https://arxiv.org/abs/2508.06358 (published in PRR).
 
 For the code implementation on the work of demonstrating plasticity in quantum continual learning, see the [project repo](https://github.com/sxzgroup/quantum-plasticity).
 
-Reference paper: https://arxiv.org/abs/2511.17228.
+Reference paper: https://arxiv.org/abs/2511.17228 (published in PRX Quantum).
 
 ### More works
 

docker/README.md

@@ -27,3 +27,5 @@ sudo docker run -it --network host --gpus all tensorcircuit
 ```
 
 `export CUDA_VISIBLE_DEVICES=-1` if you want to test only on CPU.
+
+Note: we don't provide latest docker images for tensorcircuit-ng, instead any docker image with GPU supported JAX is okay to use, just `pip install tensorcircuit-ng` in it.