dbz
Member
- Joined
- May 29, 2022
- Messages
- 408
- Gender
- male
- Basic Beliefs
- Max 1:3 possible that Jesus b. Joseph/Pantera was a historical personage
–cont.–
While the article emphasizes the importance of alignment as the ideal solution, it recognizes the possibility that achieving perfect alignment might be challenging. Therefore, exploring control mechanisms as a secondary line of defense is presented as a necessary precaution.
The article doesn't delve into specific methods for controlling unaligned AI, acknowledging the complexity of the problem and the need for further research in this area. However, it highlights the importance of proactive planning and open discussion to address this potential challenge before it's too late.
--Created with Bard
While there isn't a single definitive article on controlling unaligned AI, several explore specific methods and considerations. Here are a few to get you started:
Technical Approaches:
Philosophical and Ethical Considerations:
- "Safesearch: Guiding Search Towards Safe and Aligned Outcomes" by OpenAI: This paper proposes an approach using reward hacking and preference shaping to steer AI decision-making towards human values. (https://arxiv.org/pdf/2303.05500)
- "Formalizing Control over Deep Reinforcement Learning Systems" by DeepMind: This research investigates formal methods for specifying and enforcing desired behavior in reinforcement learning agents, a common AI training technique. (https://deepmind.google/discover/blog/deep-reinforcement-learning/)
- "Interpretable and Controllable Deep Learning for Robust Autonomous Systems" by DARPA: This program explores various methods for making deep learning models more interpretable and controllable, including using attention mechanisms and modular architectures. (https://www.darpa.mil/)
Remember, controlling unaligned AI remains an active area of research with no single solution. Exploring diverse perspectives and technical approaches is crucial for developing comprehensive strategies to mitigate potential risks.
- "The Ethics of Artificial Intelligence" by John Danaher: This book delves into the ethical implications of AI development, including concerns about control and alignment, and proposes various principles for responsible AI development.
- "Superintelligence: Paths, Dangers, Strategies" by Nick Bostrom: This book explores the potential risks and benefits of superintelligence, a hypothetical level of intelligence far exceeding human capabilities, and discusses various control strategies.
- "Moral Machine Experiment" by The Berkman Klein Center for Internet & Society: This interactive platform presents users with ethical dilemmas involving AI and gathers data on their moral judgments, aiming to inform the development of ethical AI systems. (http://moralmachine.mit.edu/)
It's also important to note that some experts believe perfect control of advanced AI might be impossible. Therefore, continued research on alignment and responsible development remains essential alongside control mechanisms.
"AI Control Methods: Technical & Ethical Frontiers". bard.google.com.
Last edited: