Privacy-Constrained Policies via Mutual Information Regularized Policy Gradients.
Chris CundyRishi DesaiStefano ErmonPublished in: AISTATS (2024)
Keyphrases
- mutual information
- privacy policies
- optimal policy
- information theoretic
- privacy protection
- similarity measure
- control policies
- personal information
- private information
- image registration
- third party
- personal data
- access control policies
- markov decision process
- privacy concerns
- revenue management
- feature selection
- policy search
- management policies
- medical image registration
- transport systems
- access control
- policy gradient methods
- role based access control
- average cost
- privacy preserving
- control policy
- information gain
- allocation policy
- differential privacy
- dynamic programming
- data security
- policy enforcement
- markov decision problems
- normalized mutual information
- allocation policies
- multimodal image registration
- least squares
- expected reward
- conflict resolution
- markov decision processes
- computer vision
- reinforcement learning
- scheduling policies
- partially observable markov decision processes
- decision processes
- selective perception
- security mechanisms
- conditional mutual information
- security issues
- reward function
- holding cost
- objective function