Foundations of cooperative AI

V Conitzer, C Oesterheld - Proceedings of the AAAI Conference on …, 2023 - ojs.aaai.org
AI systems can interact in unexpected ways, sometimes with disastrous consequences. As
AI gets to control more of our world, these interactions will become more common and have …

Reinforcement learning in Newcomblike environments

J Bell, L Linsefors, C Oesterheld… - Advances in Neural …, 2021 - proceedings.neurips.cc
Newcomblike decision problems have been studied extensively in the decision theory
literature, but they have so far been largely absent in the reinforcement learning literature. In …

Similarity-based cooperative equilibrium

C Oesterheld, J Treutlein, RB Grosse… - Advances in …, 2024 - proceedings.neurips.cc
As machine learning agents act more autonomously in the world, they will increasingly
interact with each other. Unfortunately, in many social dilemmas like the one-shot Prisoner's …

[PDF][PDF] Similarity-based cooperation

C Oesterheld, J Treutlein, R Grosse… - arXiv preprint arXiv …, 2022 - academia.edu
As machine learning agents act more autonomously in the world, they will increasingly
interact with each other. Unfortunately, in many social dilemmas like the one-shot Prisoner's …

[HTML][HTML] Approval-directed agency and the decision theory of Newcomb-like problems

C Oesterheld - Synthese, 2021 - Springer
Decision theorists disagree about how instrumentally rational agents, ie, agents trying to
achieve some goal, should behave in so-called Newcomb-like problems, with the main …

[图书][B] Newcomb's problem

A Ahmed - 2018 - books.google.com
Newcomb's problem is a controversial paradox of decision theory. It is easily explained and
easily understood, and there is a strong chance that most of us have actually faced it in …

Machine learning models to enhance the science of cognitive autonomy

G Mani, B Bhargava, P Angin… - 2018 IEEE First …, 2018 - ieeexplore.ieee.org
Intelligent Autonomous Systems (IAS) are highly cognitive, reflective, multitask-able, and
effective in knowledge discovery. Examples of IAS include software systems that are …

[PDF][PDF] Technology Final Report Intelligent Autonomous Systems Based on Data

B Bhargava - 2018 - cs.purdue.edu
Systems with smart autonomy should be capable of exhibiting high-level understanding of
the system beyond their primary actions and their limitations and capacity. They should …

[PDF][PDF] NGCRC Project Proposal

B Bhargava - 2017 - cs.purdue.edu
1.1 Abstract Intelligent Autonomous Systems (IAS) reconstruct their perception through
adaptive learning and meet mission objectives. IAS are highly cognitive, rich in knowledge …