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Zeroth-Order Implicit Reinforcement Learning. 🏆 Winner of 2021 CityLearn RL research competition!

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.vscode
.vscode
 
 
agents
agents
 
 
assets
assets
 
 
common
common
 
 
data
data
 
 
examples
examples
 
 
experiments
experiments
 
 
predictor_implicit
predictor_implicit
 
 
src
src
 
 
submission_files
submission_files
 
 
.DS_Store
.DS_Store
 
 
.gitignore
.gitignore
 
 
CEM_Agent.py
CEM_Agent.py
 
 
DigitalTwin.py
DigitalTwin.py
 
 
DigitalTwinTesting.ipynb
DigitalTwinTesting.ipynb
 
 
DigitalTwinTesting_local.py
DigitalTwinTesting_local.py
 
 
DigitalTwinTesting_local_mj.py
DigitalTwinTesting_local_mj.py
 
 
Energy_Models_DigitalTwin.py
Energy_Models_DigitalTwin.py
 
 
LICENSE
LICENSE
 
 
README.md
README.md
 
 
Supply Chain.ipynb
Supply Chain.ipynb
 
 
TD3.py
TD3.py
 
 
actor.py
actor.py
 
 
agent.py
agent.py
 
 
agent_final.py
agent_final.py
 
 
agent_non_rl.py
agent_non_rl.py
 
 
all_3_alphas.ipynb
all_3_alphas.ipynb
 
 
automate.py
automate.py
 
 
buildings_state_action_space.json
buildings_state_action_space.json
 
 
cem_test.ipynb
cem_test.ipynb
 
 
citylearn.py
citylearn.py
 
 
cocp_supply_chain.py
cocp_supply_chain.py
 
 
colab_implicit_agent.ipynb
colab_implicit_agent.ipynb
 
 
critic.py
critic.py
 
 
debug-Copy1.ipynb
debug-Copy1.ipynb
 
 
debug-Copy2.ipynb
debug-Copy2.ipynb
 
 
debug.ipynb
debug.ipynb
 
 
debug_plot.ipynb
debug_plot.ipynb
 
 
debug_predictor.ipynb
debug_predictor.ipynb
 
 
digital_twin.py
digital_twin.py
 
 
dt_mj_debug.py
dt_mj_debug.py
 
 
energy_models.py
energy_models.py
 
 
h_c_inference.py
h_c_inference.py
 
 
implicit_agent.ipynb
implicit_agent.ipynb
 
 
implicit_agent_local.py
implicit_agent_local.py
 
 
logger.py
logger.py
 
 
main-Copy1.ipynb
main-Copy1.ipynb
 
 
main.ipynb
main.ipynb
 
 
main.py
main.py
 
 
main_debug.py
main_debug.py
 
 
marlisa_test.ipynb
marlisa_test.ipynb
 
 
oracle.py
oracle.py
 
 
plot.py
plot.py
 
 
predictor.py
predictor.py
 
 
predictor_temp.py
predictor_temp.py
 
 
predictor_underest_v2.py
predictor_underest_v2.py
 
 
reward_function.py
reward_function.py
 
 
supply_chain.py
supply_chain.py
 
 
supply_chain_iAC.ipynb
supply_chain_iAC.ipynb
 
 
supply_chain_tbl.ipynb
supply_chain_tbl.ipynb
 
 
test_agent.py
test_agent.py
 
 
todo.txt
todo.txt
 
 
train_local.py
train_local.py
 
 
utils.py
utils.py
 
 

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Winner of 2021 CityLearn Challenge [2022 challenge]

Zeroth-Order Implicit Reinforcement Learning for Sequential Decision Making in Distributed Control Systems

This repository provides a reference implementation of ZO-iRL. Website. Beat second-best team by 120%

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Zeroth-Order Implicit Reinforcement Learning. 🏆 Winner of 2021 CityLearn RL research competition!

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