Thanks, Jens! Your tip along with using getSerializationPolicyName() from 
the ServiceDefTarget worked like a charm.

I ended up using this on the client:
final ServiceDefTarget serviceTarget = (ServiceDefTarget) storage;
serviceTarget.
setRpcRequestBuilder(new RpcRequestBuilder() {
    @Override
    protected RequestBuilder doCreate(String serviceEntryPoint) {
        RequestBuilder builder = new RequestBuilder(RequestBuilder.GET, 
"/my/url/"
                + key1 + "/" + key2);
        builder.setHeader(SERIALIZATION_POLICY_HEADER, 
serviceTarget.getSerializationPolicyName());
        return builder;
    }
});

And this on the server in my RemoteServiceServlet:
String moduleBaseURL = 
request.getHeader(RpcRequestBuilder.MODULE_BASE_HEADER);
String strongName = request.getHeader(Headers.SERIALIZATION_POLICY_HEADER);
SerializationPolicy serializationPolicy = 
this.getSerializationPolicy(moduleBaseURL, strongName);
MyResult result = MyService.getInstance().getResult(id);
Method method = MyService.class.getMethod("getResult", new Class[] { 
Id.class });
return RPC.encodeResponseForSuccess(method, result, serializationPolicy);

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