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DASEN

训练

# UPDeT (baseline)
python3 src/main.py --total-config=default --alg-config=qmix --env-config=sc2 --seed=354881840 with env_args.map_name=5m_vs_6m

# DASEN-v1
python3 src/main.py --total-config=dasen --agent=dasen_v1 --alg-config=qmix --env-config=sc2 --seed=612444058 with env_args.map_name=5m_vs_6m

# DASEN-v2
python3 src/main.py --total-config=dasen --agent=dasen_v2 --alg-config=qmix --env-config=sc2 --seed=603346636 with env_args.map_name=5m_vs_6m

# DASEN-v3
python3 src/main.py --total-config=dasen --agent=dasen_v3 --alg-config=qmix --env-config=sc2 --seed=869420052 with env_args.map_name=5m_vs_6m

# DASEN-v3 + SE-QMIX
python3 src/main.py --total-config=dasen --agent=dasen_v3 --alg-config=se_qmix --env-config=sc2 --seed=918940350 with env_args.map_name=5m_vs_6m

零样本泛化

# UPDeT (baseline)
python3 src/main.py --total-config=default_zero --alg-config=qmix --env-config=sc2_zero with env_args.map_name=8m_vs_9m

# DASEN-v1
python3 src/main.py --total-config=dasen_zero --agent=dasen_v1 --alg-config=qmix --env-config=sc2_zero with env_args.map_name=8m_vs_9m

# DASEN-v2
python3 src/main.py --total-config=dasen_zero --agent=dasen_v2 --alg-config=qmix --env-config=sc2_zero with env_args.map_name=8m_vs_9m

# DASEN-v3
python3 src/main.py --total-config=dasen_zero --agent=dasen_v3 --alg-config=qmix --env-config=sc2_zero with env_args.map_name=8m_vs_9m

# DASEN-v3 + SE-QMIX
python3 src/main.py --total-config=dasen_zero --agent=dasen_v3 --alg-config=se_qmix --env-config=sc2_zero with env_args.map_name=8m_vs_9m

实验结果

UPDeT DASEN-v1 DASEN-v2 DASEN-v3 DASEN-v3+SE-QMIX
8m 77.1±4.4 89.8±3.2 97.4±1.6 90.9±3.1 96.1±1.3
8m_vs_9m 14.3±2.4 20.9±3.4 24.5±3.2 48.7±4.9 62.3±5.5
10m_vs_11m 1.9±1.6 2.8±1.4 17.6±3.2 27.6±3.6 54.5±3.7
  • UPDeT:0425003409-updet-qmix-5m_vs_6m-seed-354881840
  • DASEN-v1:0425003554-dasen_v1-qmix-5m_vs_6m-skill-4-seed-612444058
  • DASEN-v2:0430235226-dasen_v2-qmix-5m_vs_6m-skill-4-seed-603346636
  • DASEN-v3:0423210303-dasen_v3-qmix-5m_vs_6m-skill-4-seed-869420052
  • DASEN-v3+SE-QMIX:0425233952-dasen_v3-se_qmix-5m_vs_6m-skill-4-seed-918940350

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The implementation of Dynamic Agent Skill Extraction Policy Network and Skill-Enhanced QMIX Algorithm

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