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batch_d3pg

Batch version of D3PG in PyTorch

burlap_examples

Tutorial and example code for BURLAP (http://burlap.cs.brown.edu)

distributed-property-statistics

dragon

Distributed resource assignment algorithm to enable service oriented orchestration

drl-graph-partitioning

DRL models for graph partitioning and sparse matrix ordering.

gcn_partitioning

Graph Partitoning Using Graph Convolutional Networks

graph_partitioning

Solve graph partitioning problem experimenting IP, CP (ortools) , Tabu search and GA

gym

A toolkit for developing and comparing reinforcement learning algorithms.

kernighan-lin

Implementation of Kernighan-Lin graph partitioning algorithm in Python

moral_rl

multi_action_head_ppo

PPO with multi-head/autoregressive action outputs

off_policy_adversarial_inverse_reinforcement_learning

Implementation of Off Policy Adversarial Inverse Reinforcement Learning

pureedgesim2022

PureEdgeSim: A simulation framework for performance evaluation of cloud, fog, and pure edge computing environments.

resources-allocation-in-the-edge-computing-environment-using-reinforcement-learning

Simulated the scenario between edge servers and users with a clear graphic interface. Also, implemented the continuous control with Deep Deterministic Policy Gradient (DDPG) to determine the resources allocation (offload targets, computational resources, migration bandwidth) in the edge servers

simrlfab

Simulation and reinforcement learning framework for production planning and control of complex job shop manufacturing systems

stock-trading-environment

A custom OpenAI gym environment for simulating stock trades on historical price data.