Version 1.3.1#

• Allow batch training in MAGRPOTrainer, IACTrainer and MAACTrainer
• Allow multi-turn training in IACTrainer and MAACTrainer
• Change the x-axis from data_step to env_step

Version 1.3.0#

Use TD error as critic update target in IACTrainer and MAACTrainer.

Version 1.2.9#

Add MAACTrainer (separated centralized critic), now both IACTrainer and MAACTrainer can support single-turn training.

Version 1.2.8#

The critic in IACTrainer now estimate V rather than Q.

Version 1.2.7#

Change the IPPOTrainer to be IACTrainer.

Version 1.2.6#

The first release of CoMLRL:

• Including MAGRPO, MAREINFORCE, MARLOO, MAREMAX, and IPPO trainers for multi-agent reinforcement learning with LLMs.
• Support for multi-turn training with custom external feedback mechanisms.
• LLM collaboration environments for various tasks.
• Comprehensive documentation and examples for getting started.