In Spring Security 3 with Java Config, you can use HttpSecurity.sessionManagement():

@Override
protected void configure(final HttpSecurity http) throws Exception {
    http
        .sessionManagement()
            .sessionCreationPolicy(SessionCreationPolicy.STATELESS);
}