Causal semantic communication for digital twins: A generalizable imitation learning approach
A digital twin (DT) leverages a virtual representation of the physical world, along with
communication (eg, 6G), computing (eg, edge computing), and artificial intelligence (AI) …
communication (eg, 6G), computing (eg, edge computing), and artificial intelligence (AI) …
Data-Driven Policy Learning Methods from Biological Behavior: A Systematic Review
Y Wang, M Hayashibe, D Owaki - Applied Sciences, 2024 - mdpi.com
Policy learning enables agents to learn how to map states to actions, thus enabling adaptive
and flexible behavioral generation in complex environments. Policy learning methods are …
and flexible behavioral generation in complex environments. Policy learning methods are …
FoMo rewards: Can we cast foundation models as reward functions?
We explore the viability of casting foundation models as generic reward functions for
reinforcement learning. To this end, we propose a simple pipeline that interfaces an off-the …
reinforcement learning. To this end, we propose a simple pipeline that interfaces an off-the …
Initial state interventions for deconfounded imitation learning
Imitation learning suffers from causal confusion. This phenomenon occurs when learned
policies attend to features that do not causally influence the expert actions but are instead …
policies attend to features that do not causally influence the expert actions but are instead …
A Bayesian Solution To The Imitation Gap
In many real-world settings, an agent must learn to act in environments where no reward
signal can be specified, but a set of expert demonstrations is available. Imitation learning (IL) …
signal can be specified, but a set of expert demonstrations is available. Imitation learning (IL) …
[PDF][PDF] Causal Semantic Communication for Digital Twins: A Generalizable Imitation Learning Approach
C Kurisummoottil_Thomas, W Saad… - IEEE Journal on Selected …, 2023 - par.nsf.gov
A digital twin (DT) leverages a virtual representation of the physical world, along with
communication (eg, 6G), computing (eg, edge computing), and artificial intelligence (AI) …
communication (eg, 6G), computing (eg, edge computing), and artificial intelligence (AI) …