Picture for Holger Karl

Holger Karl

Learning Sub-Second Routing Optimization in Computer Networks requires Packet-Level Dynamics

Add code
Oct 14, 2024
Viaarxiv icon

Multi-Objective Optimization Using Adaptive Distributed Reinforcement Learning

Add code
Mar 13, 2024
Viaarxiv icon

Stability and Convergence of Distributed Stochastic Approximations with large Unbounded Stochastic Information Delays

Add code
May 11, 2023
Viaarxiv icon

Multi-Agent Reinforcement Learning for Long-Term Network Resource Allocation through Auction: a V2X Application

Add code
Jul 29, 2022
Figure 1 for Multi-Agent Reinforcement Learning for Long-Term Network Resource Allocation through Auction: a V2X Application
Figure 2 for Multi-Agent Reinforcement Learning for Long-Term Network Resource Allocation through Auction: a V2X Application
Figure 3 for Multi-Agent Reinforcement Learning for Long-Term Network Resource Allocation through Auction: a V2X Application
Figure 4 for Multi-Agent Reinforcement Learning for Long-Term Network Resource Allocation through Auction: a V2X Application
Viaarxiv icon

Learning to Bid Long-Term: Multi-Agent Reinforcement Learning with Long-Term and Sparse Reward in Repeated Auction Games

Add code
Apr 05, 2022
Figure 1 for Learning to Bid Long-Term: Multi-Agent Reinforcement Learning with Long-Term and Sparse Reward in Repeated Auction Games
Figure 2 for Learning to Bid Long-Term: Multi-Agent Reinforcement Learning with Long-Term and Sparse Reward in Repeated Auction Games
Figure 3 for Learning to Bid Long-Term: Multi-Agent Reinforcement Learning with Long-Term and Sparse Reward in Repeated Auction Games
Figure 4 for Learning to Bid Long-Term: Multi-Agent Reinforcement Learning with Long-Term and Sparse Reward in Repeated Auction Games
Viaarxiv icon

Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions

Add code
Apr 05, 2022
Figure 1 for Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions
Figure 2 for Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions
Figure 3 for Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions
Figure 4 for Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions
Viaarxiv icon

Distributed gradient-based optimization in the presence of dependent aperiodic communication

Add code
Jan 27, 2022
Viaarxiv icon

Asymptotic Convergence of Deep Multi-Agent Actor-Critic Algorithms

Add code
Jan 03, 2022
Figure 1 for Asymptotic Convergence of Deep Multi-Agent Actor-Critic Algorithms
Viaarxiv icon

Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding

Add code
Oct 04, 2021
Figure 1 for Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding
Figure 2 for Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding
Figure 3 for Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding
Figure 4 for Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding
Viaarxiv icon

DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling

Add code
Jun 13, 2018
Figure 1 for DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling
Figure 2 for DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling
Viaarxiv icon