research
∙
05/01/2023
Heterogeneous Social Value Orientation Leads to Meaningful Diversity in Sequential Social Dilemmas
In social psychology, Social Value Orientation (SVO) describes an indivi...
share
research
∙
11/24/2022
Melting Pot 2.0
Multi-agent artificial intelligence research promises a path to develop ...
research
∙
01/28/2022
A Regret Minimization Approach to Multi-Agent Control
We study the problem of multi-agent control of a dynamical system with k...
research
∙
11/24/2021
One More Step Towards Reality: Cooperative Bandits with Imperfect Communication
The cooperative bandit problem is increasingly becoming relevant due to ...
research
∙
10/14/2021
Provably Efficient Multi-Agent Reinforcement Learning with Fully Decentralized Communication
A challenge in reinforcement learning (RL) is minimizing the cost of sam...
research
∙
10/08/2021
When to Call Your Neighbor? Strategic Communication in Cooperative Stochastic Bandits
In cooperative bandits, a framework that captures essential features of ...
research
∙
11/16/2020
Distributed Bandits: Probabilistic Communication on d-regular Graphs
We study the decentralized multi-agent multi-armed bandit problem for ag...
research
∙
11/11/2020
Hamiltonian Q-Learning: Leveraging Importance-sampling for Data Efficient RL
Model-free reinforcement learning (RL), in particular Q-learning is wide...
research
∙
09/02/2020
Heterogeneous Explore-Exploit Strategies on Multi-Star Networks
We investigate the benefits of heterogeneity in multi-agent explore-expl...
research
∙
04/13/2020
Distributed Learning: Sequential Decision Making in Resource-Constrained Environments
We study cost-effective communication strategies that can be used to imp...
research
∙
04/08/2020
A Dynamic Observation Strategy for Multi-agent Multi-armed Bandit Problem
We define and analyze a multi-agent multi-armed bandit problem in which ...
research
∙
05/21/2019