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Robustness to Scale — AI Alignment Forum


Forum for Artificial Intelligence | Department of Computer Science

... robustness in large-scale, real-world medical text classification tasks. About the speaker: Yoav Wald is a Faculty Fellow/Assistant Professor at NYU's ...

Mechanistic Interpretability for Adversarial Robustness — A Proposal

How do the relationships between interpretability and robustness scale ... AI Alignment Forum. Adversarial Robustness as a Prior for Learned ...

AI value alignment: Aligning AI with human values

The process of AI value alignment is intrinsically linked to the discussion ... scale. World Economic Forum logo. Global Agenda. The Agenda ...

Alignment - EleutherAI

Ensuring that an artificial intelligence system behaves in a manner that is consistent with human values and goals.

Improving Alignment and Robustness with Short Circuiting - arXiv

... robust AI systems in real-world applications. Report issue for ... Fast model editing at scale. arXiv preprint arXiv:2110.11309, 2021 ...

Positive values seem more robust and lasting than prohibitions

AI ALIGNMENT FORUM · AF. Login. Positive values seem more robust and ... scale. It feels like a possible difference between prohibitions ...

A.I. Robustness: a Human-Centered Perspective on Technological ...

... scale adoption. Besides, robustness is in ... Shared Interest: Measuring Human-AI Alignment to Identify Recurring Patterns in Model Behavior.

Alignment with human representations supports robust few-shot ...

Should we care whether AI systems have representations of the world that are simi- lar to those of humans? We provide an information-theoretic analysis that ...

machine learning | Victoria Krakovna

Cross-posted to the Alignment Forum. ... This is my high-level view of the AI alignment research landscape and the ingredients needed for aligning ...

1. AI alignment boundaries - Advance

Ignoring an individual-scale alignment would be rational if AI has no ... Alignment forum. Ostrom, B.J. et al (2016). Timely Justice in ...

Improving Alignment and Robustness with Circuit Breakers

AI systems can take harmful actions and are highly vulnerable to adversarial attacks. We present an approach, inspired by recent advances in ...

Alignment Newsletter - Rohin Shah

I edit and write content for the Alignment Newsletter, a weekly publication with recent content relevant to AI alignment with over 2600 subscribers.

An Overview of Technical AI Alignment in 2018 and 2019 with Buck ...

Robustness; Scaling to superhuman abilities; Universality; Impact regularization; Causal models, oracles, and decision theory; Discontinuous and ...

Ten Levels of AI Alignment Difficulty

AI ALIGNMENT FORUM · AF. Login. Ten Levels of AI Alignment ... Although this scale is about the alignment of transformative AI, not current AI ...

GenAI can help build a brand aligned with voice and values

The views expressed in this article are those of the author alone and not the World Economic Forum. Stay up to date: Artificial Intelligence.

Paul Christiano on how OpenAI is developing real solutions to the ...

What would cause people to take AI alignment more seriously? Concrete ideas for making machine learning safer, such as iterated amplification.

Policy-Value Alignment and Robustness in Search-based Multi ...

Large-scale AI systems that combine search and learning have reached super-human levels of performance in game-playing, but have also been shown ...

A.I. Robustness: a Human-Centered Perspective on Technological ...

... Scale AI Lab, by the HyperEdge. Sensing project funded by Cognizant, by ... Limitations of post-hoc feature alignment for robustness. In CVPR. 2525–2533 ...

Alignment Problems

Those AI systems pursue large-scale goals. Those goals are misaligned with human intentions and values. This misalignment leads to humans losing ...

A central AI alignment problem: capabilities generalization, and the ...

How much would finding out that there's not going to be a sharp left turn impact the rest of your model? Or, suppose we could magically scale up ...