diff --git a/README.md b/README.md
index 4360c97..edaab61 100644
--- a/README.md
+++ b/README.md
@@ -94,7 +94,7 @@ For development or customization, clone the repository and set up the environmen
 
 ```bash
 # Clone the repository
-git clone https://github.com/yourusername/ECON.git
+git clone https://github.com/tmlr-group/ECON.git
 cd ECON
 
 # Create and activate conda environment  
@@ -174,7 +174,7 @@ main(config)
 The example below shows how to configure advanced coordination settings for better performance. The framework implements two-stage training with belief formation and BNE coordination.
 
 ```python
-from src.learners.q_learner import QLearner
+from src.learners.q_learner import ECONLearner
 from src.controllers.basic_mac import LLMBasicMAC
 
 # Configure BNE coordination parameters
@@ -183,7 +183,7 @@ config.bne_convergence_threshold = 0.01
 config.stage2_weight = 0.3
 
 # Initialize learner with coordination
-learner = QLearner(mac, scheme, logger, config)
+learner = ECONLearner(mac, scheme, logger, config)
 learner.train(batch, t_env, episode_num)
 ```